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diff --git a/chapters/Architecture.tex b/chapters/Architecture.tex
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+\chapter{Architecture Globale pour le Système AI-VT}
+
+\section{Introduction}
+
+L'architecture logicielle est essentielle pour définir un système entier avant sa mise en œuvre et est importante car elle aide à décrire et à comprendre des systèmes logiciels complexes. L'architecture montre les composants, les couches, les fonctionnalités et les interactions. Ce chapitre présente l'architecture modulaire proposée pour le système AI-VT. Les modules intègrent des paradigmes, des modèles et des algorithmes d'intelligence artificielle pour améliorer le fonctionnement global. Les objectifs de l'architecture proposée sont de rendre le logiciel AI-VT (Artificial Intelligence Virtual Trainer) stable, évolutif, performant, maintenable, facile à modifier, facile à surveiller et testable. L'architecture proposée se compose de quatre couches indépendantes chacune avec une fonctionnalité spécifique: correction automatique, identification, révision et test. Le contenu de ce chapitre est partiellement extrait du travail de Soto \textit{et al.} \cite{10.1007/978-3-031-63646-2_13}.
+
+Les deux principaux types d'architecture logicielle sont l'architecture monolithique et l'architecture modulaire. Dans l'architecture monolithique, le système logiciel est considéré comme une unité unique avec une seule source de code, une seule base de données et un seul déploiement pour l'ensemble du système ; ce type de système est simple à développer et à tester mais n'est pas adapté à la mise à jour et à l'évolution en raison de sa rigidité. Une architecture modulaire divise le système en modules indépendants qui peuvent communiquer entre eux, chaque module contenant alors tout ce qui est nécessaire pour fonctionner. En fait, de nombreux systèmes logiciels ont été conçus avec une architecture modulaire en raison des multiples avantages qu'elle présente \cite{Auer} \cite{jmse10040464}.
+
+Le système AI-VT est un outil pédagogique générique qui vise à accompagner les apprenants dans leur apprentissage en leur proposant des fiches d'exercices appelées sessions. A l'intérieur de chaque session, les capacités attendues sont divisées en compétences, elles-mêmes divisées en sous-compétences. L'apprenant choisit une compétence à travailler et le système génère une session composée d'exercices associés à plusieurs sous-compétences de la compétence choisie. Le système propose une liste d'exercices au début d'une session en utilisant le paradigme du raisonnement par cas avec une base de données de questions.
+
+%----------------------------------------------------------------------------------------
+% SECTION 2
+%----------------------------------------------------------------------------------------
+
+\section{Description du système AI-VT}
+
+Le système AI-VT est un EIAH générique dont la structure globale est présentée dans la figure \ref{figSys1}. Il existe une base de données de questions, chacune des questions est associée à un contexte, au texte de la question considérée et à un niveau de complexité. Les questions appartiennent à un niveau de sous-compétences et les sous-compétences à un niveau de compétences. Les principaux acteurs du système sont l'enseignant et l'apprenant, l'enseignant a la capacité de configurer l'ensemble du système, le nombre de compétences, les sous-compétences d'une compétence, le nombre de questions, la complexité de chacune d'entre elles, le nombre de niveaux de complexité et le temps par session. Et l'apprenant, qui peut commencer l'entraînement d'une compétence spécifique, accéder à des ressources de soutien complémentaires et répondre aux questions de test dans les sessions proposées par le système. Le tableau \ref{tabDesc} montre les caractéristiques du système AI-VT selon la définition des 20 dimensions du profil de l'apprenant décrites dans \cite{Daubias2011}.
+
+\begin{figure}[!ht]
+\centering
+\includegraphics[width=\textwidth]{./Figures/AIVT.png}
+\caption{Structure du système AI-VT}
+\label{figSys1}
+\end{figure}
+
+En s'appuyant sur la philosophie CBR, le système global AI-TV part du principe que certains apprenants ont des performances, des besoins et des capacités d'apprentissage similaires, et qu'il est donc possible de les regrouper et d'améliorer ainsi le processus d'apprentissage général pour tous. L'algorithme dans AI-VT tente de proposer une liste d'exercices en fonction de la compétence ou de la sous-compétence sélectionnée.
+
+L'algorithme d'AI-VT tente de proposer une liste d'exercices en fonction de la compétence ou de la sous-compétence sélectionnée et en tenant compte de l'équilibre entre répétitivité et variété, le nombre d'exercices par session change en fonction du domaine, du niveau et de la compétence de chaque apprenant. La liste d'exercices est générée au début de chaque séance et ne modifie donc pas le cours de la séance en fonction des réponses fournies par l'apprenant, les listes d'exercices sont statiques pendant la séance \cite{10.1007/978-3-030-01081-2_9}.
+
+\begin{table}[!ht]
+\centering
+\begin{tabular}{p{1in}p{2.5in}p{1.5in}}
+Type&Definition&Système AI-VT\\
+\hline
+Subject&Acteur humain concerné par le profil&Apprentissage seul et en groupe\\
+Collaboration&Le rôle de la collaboration dans les activités du profil&Individuel, Collaboratif\\
+Distance&Le rôle de la distance dans les activités du profil&Presentiel, Distanciel\\
+Discipline&Discipline des informations contenues dans le
+profil&Generic\\
+Niveau&Le niveau scolaire de la matière concernée par le profil &Generic\\
+Initiateur&L'acteur humain à l'origine de la décision de créer le profil de création&Professeur, Administrateur\\
+Créateur&L'acteur humain ou logiciel qui compose le profil&Professeur, Administrateur\\
+Destinataire&Acteur humain ou logiciel exploitant le profil&Apprenant\\
+Temps&Période du profil&Asynchrone\\
+Évolution&L'évolutivité du profil &Profil évolutif\\
+Type&Le type d'informations contenues dans le profil &Profil de l'apprenant\\
+Nature&La nature des informations contenues dans le
+profil&Connaissances et compétences\\
+Évaluation&La forme sous laquelle l'information est
+évaluée&Rating, Taux de maîtrise\\
+Représentation interne&Représentation interne utilisée par le système informatique pour manipuler les profils&Tables\\
+Représentation externe&Représentation utilisée pour stocker le profil &Liste de valeurs\\
+Visualisation&Représentation utilisée pour présenter le profil à ses destinataires&Représentation textuel et graphique standard\\
+Norme&Norme ou standard éducatif & - \\
+Format&Format de stockage du profil &Base de données relationnelle\\
+Plate-forme&plate-forme informatique compatible&Web\\
+Dispositifs&le type de dispositif d'affichage du profil &Ordinateur ou appareils connectés\\
+\end{tabular}
+\caption{Un tableau décrivant les caractéristiques du système AI-VT}
+\label{tabDesc}
+\end{table}
+
+\section{Modèle d'architecture proposé}
+
+L'idée de l'architecture proposée est que le système préserve sa fonctionnalité d'origine et qu'il peut également utiliser des fonctions complémentaires en activant simplement le module correspondant en envoyant et en recevant les informations nécessaires à son fonctionnement, ce qui étend la fonctionnalité globale d'origine du système et facilite l'intégration avec les modules conçus et même avec de nouveaux modules. La conception modulaire facilite également la maintenance du code, le développement et l'intégration de nouvelles extensions, ainsi que la configuration et l'adaptation du système à différents scénarios, tout en réduisant les risques et les coûts. La modularité permet également d'exécuter les fonctionnalités de chaque module de manière asynchrone, en parallèle ou en mode distribué si nécessaire.
+
+L'architecture se compose de deux éléments principaux : le système central (AI-VT System) et les modules fonctionnels. Le système central gère l'ensemble du processus d'apprentissage ; il génère et démarre les séances ; il stocke les données relatives aux compétences, aux questions, aux ressources, aux apprenants et aux réponses ; il contient les commandes et l'interface générale ; il gère le flux d'informations et active les modules nécessaires. Les modules sont un ensemble de fonctionnalités indépendantes mises en œuvre avec des algorithmes d'intelligence artificielle qui reçoivent et envoient des données depuis le composant central, chaque module fonctionne selon des critères spécifiques liés à son propre objectif. Les modules sont regroupés en couches selon leur fonctionnalité : correction automatique, identification, adaptation, révision et test. L'enseignant et l'apprenant n'utilisent pas les modules directement, les modules sont utilisés par le système pour compléter certaines fonctionnalités.
+
+La couche de correction automatique (LC) correspond aux modules chargés de recevoir les réponses des apprenants et, conformément aux algorithmes et critères définis, d'établir une note cohérente avec une réponse de référence à une question spécifique. Dans cette couche, le module routeur (LC0) est chargé d'identifier le type de correction nécessaire et d'instancier le module approprié pour l'exécution de la tâche spécifique.
+
+La couche d'identification (LD) contient les modules qui identifient les faiblesses ou les variables externes des apprenants lors de l'exécution des exercices proposés par le système ou après l'analyse des résultats. Ces modules aident à personnaliser le processus des apprenants en fonction des résultats obtenus par les analyses.
+
+La couche de révision (LR) comprend les modules qui prennent les données des résultats obtenus dans la couche LC et les résultats de l'analyse de la couche LD pour modifier le parcours de l'apprenant en essayant de renforcer l'apprentissage dans les faiblesses détectées. Ici se trouvent également les modules qui obtiennent des informations de la part des apprenants et tentent de prédire leurs résultats en fonction des différentes compétences et des différents niveaux de complexité.
+
+Pour évaluer les modules dans différents scénarios, il est nécessaire de produire des données selon différents critères et complexités, c'est pourquoi la couche de test (LT) a été définie, dans laquelle se trouvent les modules qui permettent de générer des données synthétiques selon des critères variables, de cette manière il est possible d'obtenir des résultats numériques des modules et d'appliquer des métriques.La couche de test (LT) permet d'évaluer les modules selon différents critères et complexités.
+
+Le schéma complet de l'architecture est illustré à la figure \ref{sa1}, où les lignes pleines représentent un flux d'informations bidirectionnel, les lignes pleines avec une flèche représentent le flux unidirectionnel et les lignes en pointillé représentent la dépendance de l'information entre les modules, les dispositifs externes qui peuvent être utilisés par les modules pour exécuter leurs fonctionnalités et les étiquettes qui indiquent quel type d'information le module envoie au système central sont également représentés, ainsi que certains des algorithmes d'intelligence artificielle mis en œuvre dans chaque module et le stade de développement dans lequel chacun d'eux se trouve. Certains dispositifs sont nécessaires à l'exécution des modules qui requièrent l'obtention de données à partir de sources externes, dans le schéma d'architecture sont représentés le robot NAO, des capteurs, une caméra vidéo et un microphone.
+
+\begin{figure}[!ht]
+\centering
+\includegraphics[width=\textwidth]{./Figures/Architecture AI-VT2.png}
+\caption{Schème de l'architecture proposée}
+\label{sa1}
+\end{figure}
+
+\subsection{Correction automatique}
+
+Dans cette couche, les modules ont la capacité de recevoir et d'évaluer différents types de réponses données par les apprenants en fonction du contexte et de la question que le système a proposée. Les modules représentés ont la capacité d'évaluer une réponse donnée par l'apprenant, les modules dans lesquels des progrès ont déjà été réalisés correspondent à l'analyse de vidéo, de texte audio (langage naturel), de code source (Java, Python). D'autres modules permettent également d'analyser des images, des expressions mathématiques, des valeurs générées par des capteurs physiques et des variables définies par des activités sportives.
+
+Le module routeur (LC0) a pour fonction d'identifier le type de réponse et de la rediriger vers le module d'analyse correspondant ; une fois la réponse générée, ce module la redirige vers le système AI-VT principal.
+
+Le module vidéo (LC1) permet de capturer un flux d'images à partir d'un dispositif externe (caméra vidéo ou robot NAO) et de les analyser pour déterminer si une réponse donnée est correcte, actuellement le module est utilisé pour évaluer la réponse à la question : montrer \textit{n} nombre de doigts. L'algorithme implémenté détecte les doigts qui apparaissent sur la caméra, les compte et détermine s'il s'agit de la bonne réponse à la question donnée.
+
+Le module audio (LC2) analyse une piste audio et tente de convertir son contenu en texte. Une fois le texte généré, il peut être comparé à une réponse attendue à la question posée à l'aide de techniques NLP mises en œuvre dans le module GC5, et un score d'approximation estimé peut être généré. Le module audio (LC2) analyse une piste audio et tente de convertir son contenu en texte.
+
+Le module d'analyse du code (LC3) génère le score après l'exécution de plusieurs étapes, d'abord il détermine s'il y a des faiblesses dans certaines compétences prédéfinies, ensuite il transforme la représentation du code en un vecteur numérique à comparer avec une réponse de référence, le résultat de la pondération entre les faiblesses détectées et le pourcentage de comparaison est le score généré. Le module d'analyse du code (LC3) génère le score après l'exécution de plusieurs étapes.
+
+Le module d'analyse de texte (LC5) transforme essentiellement le texte envoyé par l'apprenant en un vecteur numérique qui peut être comparé au vecteur numérique d'une réponse attendue. Dans ce cas, la réponse donnée ne doit pas nécessairement être exactement la même que la réponse attendue, puisque la représentation vectorielle permet d'établir des similitudes dans l'espace, même si les termes utilisés et la longueur du texte diffèrent.
+
+Les modules LC6, LC7, LC8 et LC9 ont été définis comme des modules capables d'analyser différents types de réponses potentielles, qui ne sont pas encore gérées par le système AI-VT.
+
+\subsection{Identification}
+
+Les modules de la couche d'identification visent à extraire des informations complémentaires à la note de l'étudiant pour chacune des réponses envoyées au système, principalement pour obtenir des informations sur les expressions et les faiblesses qui peuvent se manifester dans chaque sous-compétence et niveau de complexité, afin d'obtenir une meilleure estimation de l'état de l'apprentissage, pour guider plus précisément le parcours de l'apprenant.
+
+Les modules d'identification LD1, LD2 et LD4 tentent de détecter les comportements, les émotions et les sentiments à l'aide de dispositifs externes tels que la caméra vidéo et le microphone. Dans le cas de l'analyse vidéo, des réseaux neuronaux d'apprentissage profond sont utilisés pour capturer et analyser les images statiques obtenues à partir du flux de la caméra vidéo, les émotions qui peuvent être détectées ont été prédéfinies et le modèle d'IA a été entraîné à les identifier. Le module audio vise à détecter le même type d'émotions, mais à partir de l'analyse des signaux obtenus à partir d'un microphone, il utilise également l'apprentissage profond formé avec des signaux qui présentent les émotions prédéfinies. Le module capteur est conçu de manière plus générique, mais il peut être subdivisé en modules spécifiques en fonction du type de capteur et du signal à analyser, mais l'idée de la détection est la même avec les émotions prédéfinies.
+
+Le module Analyse des données (LD3) est différent car, en plus d'être générique, il tente d'identifier les faiblesses dans des compétences spécifiques en fonction du type d'évaluation, ce module peut contenir différents modèles entraînés pour chaque type de cas. Pour les exercices linguistiques, les faiblesses doivent être identifiées dans : la conjugaison des verbes, l'utilisation des temps, le vocabulaire, la correspondance des genres de mots, etc. ; si l'exercice est de type programmation : la syntaxe, la déclaration de variables, l'appel de fonctions, la construction de structures, etc. En interne, ce module contient des modèles d'apprentissage profond et des modèles collaboratifs tels que le raisonnement à partir de cas.
+
+\subsection{Révision}
+
+Dans la couche de révision, les modules utilisent les informations générées par les modules des couches de correction automatique et d'identification ainsi que les informations complémentaires de l'apprenant stockées dans la base de données du système, ces modules valident que la recommandation générée est optimale pour l'apprenant. Toutes les informations récoltées permettent d'établir la meilleure façon de guider l'apprenant vers une meilleure compréhension en surmontant les faiblesses et les lacunes qui ont été identifiées.
+
+Les ressources recommandées par le module LR1 proviennent d'une base de données déjà établie que le module consulte et suggère à l'étudiant en fonction du résultat de la comparaison de l'état d'apprentissage, du niveau et des caractéristiques et spécifications de chacune des ressources.
+
+Le module LR2 a deux variantes, l'une déterministe et l'autre stochastique, les deux variantes étant basées sur les valeurs générées par l'apprenant. Le modèle déterministe utilise un tableau prédéterminé de rangs sur lequel l'apprenant est positionné pour générer la suggestion d'adaptation. Le modèle stochastique utilise des distributions de probabilités dynamiques qui changent en fonction des résultats de l'apprenant à chaque niveau de complexité de la même sous-compétence.
+
+Il y a d'autres modules, où une prédiction est faite avec les mêmes données que celles qui ont été utilisées pour la génération de l'adaptation et de cette façon est déterminée quelle sera la performance de l'apprenant et si effectivement l'adaptation proposée permet d'acquérir les compétences nécessaires et d'améliorer les notes obtenues.
+
+Le module LR3 obtient dynamiquement des structures variables à partir des informations extraites du système AI-VT central. Ce module peut également effectuer des transformations dans la structure, le contenu et la représentation des données des apprenants.
+
+Le module LR4 utilise les informations produites par l'apprenant et les informations collaboratives pour tenter de prédire les performances futures de l'apprenant, en particulier avec la recommandation générée par les modules de la couche adaptative, la prédiction est utilisée pour valider l'adaptation recommandée et l'ajuster si nécessaire.
+
+\subsection{Test}
+
+La couche de test est externe au flux du fonctionnement global du système et à l'intégration avec des outils d'intelligence artificielle, mais elle a été développée parce qu'elle permet d'évaluer chacun des modules indépendamment et de générer des données spécifiques pour divers scénarios de test qui peuvent être pris en compte lors de la validation d'un module.
+
+\begin{figure}
+\centering
+\includegraphics[scale=0.60]{./Figures/Layers.png}
+\caption{Relation entre les couches définies de l'architecture.}
+\label{figLayers}
+\end{figure}
+
+Les couches définies de l'architecture peuvent communiquer entre elles, car pour que certains de leurs modules internes fonctionnent, elles ont besoin des informations générées par les modules des autres couches. La figure \ref{figLayers} montre les interactions qui peuvent se produire dans le fonctionnement du système. La couche de test (LT) a besoin des informations générées par les modules de toutes les autres couches pour évaluer leurs performances individuelles. La couche d'identification (LD) doit obtenir les données relatives au profil des apprenants ; ces informations sont générées par le module de profil qui se trouve dans la couche de révision (LR), pour certains modules qui ont la capacité de modifier une solution, cette couche doit connaître les résultats obtenus par l'apprenant dans chacun des tests ou exercices proposés par le système, ces résultats sont attribués par la couche de correction automatique (LC). De plus, il est possible d'obtenir une estimation du résultat de la révision proposée avant qu'elle ne soit envoyée à l'apprenant, pour cela il faut invoquer les modules spécifiques de prédiction qui appartiennent à la couche de révision (LR).
+
+\begin{figure}[!ht]
+\centering
+\includegraphics[width=\textwidth]{./Figures/flow.png}
+\caption{Étapes du flux de l'information pour la fonctionnalité de recommandation globale}
+\label{figFlow}
+\end{figure}
+
+Le flux complet d'informations est représenté dans la figure \ref{figFlow}. La première étape consiste à envoyer le test généré par le système AI-VT à l'apprenant ; à cette étape, le module d'identification correspondant à l'analyse à effectuer est également lancé. Lorsque l'étudiant envoie la réponse à une question, le module d'identification envoie à l'apprenant l'analyse effectuée sur cette même réponse. Grâce à ces informations, le système active les modules de correction automatique pour attribuer une note à la réponse envoyée, en tenant compte également des résultats du module d'identification. À l'étape 6, la note générée est envoyée au système, puis pour effectuer l'adaptation, le système obtient les informations spécifiques de l'apprenant et lance les modules d'adaptation, en envoyant les informations obtenues dans les étapes précédentes. Les algorithmes d'adaptation évaluent les variables et déterminent le parcours optimal pour l'apprenant, mais avant de le renvoyer au système principal, l'étape 9 évalue sa pertinence à l'aide du module de prédiction. Si la prédiction détermine que le chemin suggéré est acceptable, il est envoyé au système principal qui décide, à l'étape 11, de le présenter à l'apprenant comme une alternative au chemin sélectionné à l'origine.
+
+\section{Conclusion}
+
+L'architecture proposée est basée sur des concepts et des modèles couramment utilisés pour concevoir des systèmes complexes qui utilisent d'une manière ou d'une autre des algorithmes et des outils d'intelligence artificielle. Ce type de conception permet la mise en œuvre d'un système fonctionnel doté d'une capacité d'adaptation, nécessaire à l'exécution de l'une des principales exigences des systèmes d'apprentissage intelligents. En outre, comme l'indiquent les travaux cités en référence, l'architecture modulaire permet une mise en œuvre plus souple et donne au système la possibilité d'évoluer rapidement et même d'ajouter des fonctionnalités complémentaires sans affecter le système et les données qui y sont stockées.
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+ TAT DE L'ART (EIAH)}
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+
+! LaTeX Error: Missing \begin{document}.
+
+See the LaTeX manual or LaTeX Companion for explanation.
+Type H <return> for immediate help.
+ ...
+
+l.4 C
+ e chapitre présente les travaux sur les EIAH en lien avec le travail d...
+
+You're in trouble here. Try typing <return> to proceed.
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+
+! Undefined control sequence.
+l.6 \section
+ {L'Intelligence Artificielle}
+The control sequence at the end of the top line
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+and I'll forget about whatever was undefined.
+
+
+! LaTeX Error: Missing \begin{document}.
+
+See the LaTeX manual or LaTeX Companion for explanation.
+Type H <return> for immediate help.
+ ...
+
+l.6 \section{L
+ 'Intelligence Artificielle}
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+
+
+! LaTeX Error: Missing \begin{document}.
+
+See the LaTeX manual or LaTeX Companion for explanation.
+Type H <return> for immediate help.
+ ...
+
+l.8 L
+ 'intelligence artificielle a été appliquée avec succès au domaine d...
+
+You're in trouble here. Try typing <return> to proceed.
+If that doesn't work, type X <return> to quit.
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+\citation{ZHANG2021100025}
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+ référence un grand nomb...
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+! Undefined control sequence.
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+! Undefined control sequence.
+l.8 ...ques d'intelligence artificielle. \colorbox
+ {pink}{Utilité des deux p...
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+Missing character: There is no t in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no ' in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no . in font nullfont!
+Missing character: There is no P in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no ' in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no , in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no ' in font nullfont!
+Missing character: There is no I in font nullfont!
+Missing character: There is no A in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no b in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no h in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no f in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no , in font nullfont!
+Missing character: There is no f in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no h in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no - in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no h in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no , in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no y in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no b in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no ' in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no b in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no ' in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no q in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no . in font nullfont!
+Missing character: There is no P in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no ' in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no , in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no ' in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no q in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no f in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no . in font nullfont!
+Missing character: There is no D in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no ' in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no , in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no ' in font nullfont!
+Missing character: There is no I in font nullfont!
+Missing character: There is no A in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no f in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no q in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no p in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no f in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
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+The control sequence at the end of the top line
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+
+
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+
+
+! LaTeX Error: The font size command \normalsize is not defined:
+ there is probably something wrong with the class file.
+
+See the LaTeX manual or LaTeX Companion for explanation.
+Type H <return> for immediate help.
+ ...
+
+l.34
+
+Your command was ignored.
+Type I <command> <return> to replace it with another command,
+or <return> to continue without it.
+
+[1{/usr/local/texlive/2023/texmf-var/fonts/map/pdftex/updmap/pdftex.map}]
+
+! LaTeX Error: Environment figure undefined.
+
+See the LaTeX manual or LaTeX Companion for explanation.
+Type H <return> for immediate help.
+ ...
+
+l.35 \begin{figure}
+
+Your command was ignored.
+Type I <command> <return> to replace it with another command,
+or <return> to continue without it.
+
+! Undefined control sequence.
+l.37 \includegraphics
+ [width=\textwidth]{./Figures/architecture.png}
+The control sequence at the end of the top line
+of your error message was never \def'ed. If you have
+misspelled it (e.g., `\hobx'), type `I' and the correct
+spelling (e.g., `I\hbox'). Otherwise just continue,
+and I'll forget about whatever was undefined.
+
+Missing character: There is no [ in font nullfont!
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+Missing character: There is no i in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no h in font nullfont!
+Missing character: There is no = in font nullfont!
+! Missing number, treated as zero.
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+l.37 \includegraphics[width=\textwidth]
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+A number should have been here; I inserted `0'.
+(If you can't figure out why I needed to see a number,
+look up `weird error' in the index to The TeXbook.)
+
+! Illegal unit of measure (pt inserted).
+<to be read again>
+ ]
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+Dimensions can be in units of em, ex, in, pt, pc,
+cm, mm, dd, cc, nd, nc, bp, or sp; but yours is a new one!
+I'll assume that you meant to say pt, for printer's points.
+To recover gracefully from this error, it's best to
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+
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+
+! LaTeX Error: \caption outside float.
+
+See the LaTeX manual or LaTeX Companion for explanation.
+Type H <return> for immediate help.
+ ...
+
+l.38 \caption
+ {Traduction de l'architecture du système de recommandation pro...
+
+You're in trouble here. Try typing <return> to proceed.
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+
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+\citation{HUANG2023104684}
+! Undefined control sequence.
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+l.38 ...ation proposé dans \cite{HUANG2023104684}
+ }
+The control sequence at the end of the top line
+of your error message was never \def'ed. If you have
+misspelled it (e.g., `\hobx'), type `I' and the correct
+spelling (e.g., `I\hbox'). Otherwise just continue,
+and I'll forget about whatever was undefined.
+
+
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+
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+
+! LaTeX Error: \begin{document} ended by \end{figure}.
+
+See the LaTeX manual or LaTeX Companion for explanation.
+Type H <return> for immediate help.
+ ...
+
+l.40 \end{figure}
+
+Your command was ignored.
+Type I <command> <return> to replace it with another command,
+or <return> to continue without it.
+
+
+Overfull \hbox (4.44444pt too wide) in paragraph at lines 37--41
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+\citation{pmlr-v108-seznec20a}
+! Undefined control sequence.
+<write> ...: Citation `\@citeb ' on page \thepage
+ \space undefined\on@line .
+l.42 Le travail de \cite{pmlr-v108-seznec20a}
+ propose un modèle générique...
+The control sequence at the end of the top line
+of your error message was never \def'ed. If you have
+misspelled it (e.g., `\hobx'), type `I' and the correct
+spelling (e.g., `I\hbox'). Otherwise just continue,
+and I'll forget about whatever was undefined.
+
+
+LaTeX Warning: Citation `pmlr-v108-seznec20a' on page undefined on input line
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+\citation{ZHAO2023118535}
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+ propose un système de recommandation pour personnalise...
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+Missing character: There is no r in font nullfont!
+Missing character: There is no [ in font nullfont!
+\citation{EZALDEEN2022100700}
+! Undefined control sequence.
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+ \space undefined\on@line .
+l.59 ...IAH proposé par \cite{EZALDEEN2022100700}
+ , qui lie l'analyse du com...
+The control sequence at the end of the top line
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+and I'll forget about whatever was undefined.
+
+
+LaTeX Warning: Citation `EZALDEEN2022100700' on page undefined on input line 5
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+! Undefined control sequence.
+l.59 ...enant à une analyse sémantique \colorbox
+ {pink}{une analyse sémant...
+The control sequence at the end of the top line
+of your error message was never \def'ed. If you have
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+and I'll forget about whatever was undefined.
+
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+Missing character: There is no n in font nullfont!
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+Missing character: There is no e in font nullfont!
+Missing character: There is no r in font nullfont!
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+Missing character: There is no i in font nullfont!
+Missing character: There is no n in font nullfont!
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+Missing character: There is no o in font nullfont!
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+Missing character: There is no s in font nullfont!
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+Missing character: There is no c in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no n in font nullfont!
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+Missing character: There is no e in font nullfont!
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+Missing character: There is no . in font nullfont!
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+Missing character: There is no e in font nullfont!
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+Missing character: There is no s in font nullfont!
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+Missing character: There is no e in font nullfont!
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+Missing character: There is no i in font nullfont!
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+Missing character: There is no e in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no q in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no r in font nullfont!
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+Missing character: There is no n in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no v in font nullfont!
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+Missing character: There is no a in font nullfont!
+Missing character: There is no u in font nullfont!
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+Missing character: There is no t in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no l in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no f in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no e in font nullfont!
+! Undefined control sequence.
+l.59 ...iveaux représentés sur la figure \figref
+ {figLevels} où chacun des...
+The control sequence at the end of the top line
+of your error message was never \def'ed. If you have
+misspelled it (e.g., `\hobx'), type `I' and the correct
+spelling (e.g., `I\hbox'). Otherwise just continue,
+and I'll forget about whatever was undefined.
+
+Missing character: There is no f in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no L in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no e in font nullfont!
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+Missing character: There is no s in font nullfont!
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+Missing character: There is no h in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no c in font nullfont!
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+Missing character: There is no e in font nullfont!
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+Missing character: There is no v in font nullfont!
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+Missing character: There is no m in font nullfont!
+Missing character: There is no a in font nullfont!
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+Missing character: There is no a in font nullfont!
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+Missing character: There is no e in font nullfont!
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+Missing character: There is no s in font nullfont!
+Missing character: There is no o in font nullfont!
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+Missing character: There is no n in font nullfont!
+Missing character: There is no a in font nullfont!
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+Missing character: There is no a in font nullfont!
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+Missing character: There is no p in font nullfont!
+Missing character: There is no r in font nullfont!
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+Missing character: There is no a in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no . in font nullfont!
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+
+! Undefined control sequence.
+l.61 \mfigure
+ [!ht]{width=\textwidth}{./Figures/ELearningLevels.png}{Traducti...
+The control sequence at the end of the top line
+of your error message was never \def'ed. If you have
+misspelled it (e.g., `\hobx'), type `I' and the correct
+spelling (e.g., `I\hbox'). Otherwise just continue,
+and I'll forget about whatever was undefined.
+
+Missing character: There is no [ in font nullfont!
+Missing character: There is no ! in font nullfont!
+Missing character: There is no h in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no ] in font nullfont!
+Missing character: There is no w in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no h in font nullfont!
+Missing character: There is no = in font nullfont!
+! Missing number, treated as zero.
+<to be read again>
+ }
+l.61 \mfigure[!ht]{width=\textwidth}
+ {./Figures/ELearningLevels.png}{Traducti...
+A number should have been here; I inserted `0'.
+(If you can't figure out why I needed to see a number,
+look up `weird error' in the index to The TeXbook.)
+
+! Illegal unit of measure (pt inserted).
+<to be read again>
+ }
+l.61 \mfigure[!ht]{width=\textwidth}
+ {./Figures/ELearningLevels.png}{Traducti...
+Dimensions can be in units of em, ex, in, pt, pc,
+cm, mm, dd, cc, nd, nc, bp, or sp; but yours is a new one!
+I'll assume that you meant to say pt, for printer's points.
+To recover gracefully from this error, it's best to
+delete the erroneous units; e.g., type `2' to delete
+two letters. (See Chapter 27 of The TeXbook.)
+
+Missing character: There is no . in font nullfont!
+Missing character: There is no / in font nullfont!
+Missing character: There is no F in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no / in font nullfont!
+Missing character: There is no E in font nullfont!
+Missing character: There is no L in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no L in font nullfont!
+Missing character: There is no e in font nullfont!
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+Missing character: There is no e in font nullfont!
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+Missing character: There is no n in font nullfont!
+Missing character: There is no g in font nullfont!
+Missing character: There is no T in font nullfont!
+Missing character: There is no r in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no c in font nullfont!
+Missing character: There is no t in font nullfont!
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+Missing character: There is no o in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no e in font nullfont!
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+Missing character: There is no n in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no x in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no u in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no y in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no m in font nullfont!
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+Missing character: There is no d in font nullfont!
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+Missing character: There is no o in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no m in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no t in font nullfont!
+Missing character: There is no i in font nullfont!
+Missing character: There is no o in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no d in font nullfont!
+Missing character: There is no a in font nullfont!
+Missing character: There is no n in font nullfont!
+Missing character: There is no s in font nullfont!
+Missing character: There is no [ in font nullfont!
+\citation{EZALDEEN2022100700}
+! Undefined control sequence.
+<write> ...: Citation `\@citeb ' on page \thepage
+ \space undefined\on@line .
+l.61 ...ommandation dans \cite{EZALDEEN2022100700}
+ }{figLevels}
+The control sequence at the end of the top line
+of your error message was never \def'ed. If you have
+misspelled it (e.g., `\hobx'), type `I' and the correct
+spelling (e.g., `I\hbox'). Otherwise just continue,
+and I'll forget about whatever was undefined.
+
+
+LaTeX Warning: Citation `EZALDEEN2022100700' on page undefined on input line 6
+1.
+
+Missing character: There is no ] in font nullfont!
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+Missing character: There is no g in font nullfont!
+Missing character: There is no L in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no v in font nullfont!
+Missing character: There is no e in font nullfont!
+Missing character: There is no l in font nullfont!
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+ &Niveau global d'application de EIAH. Analyse des...
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+ &Peu de test. Pas de standard d'évaluation\\
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+ &Recommandation en fonction de la motivation seul...
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+ &Utilisation d'un filtre collaboratif sans stratificatio...
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diff --git a/chapters/EIAH.tex b/chapters/EIAH.tex
index d8c8a1a..ac167b8 100644
--- a/chapters/EIAH.tex
+++ b/chapters/EIAH.tex
@@ -7,7 +7,7 @@ Ce chapitre présente les travaux sur les EIAH en lien avec le travail de cette
L'intelligence artificielle a été appliquée avec succès au domaine de l'éducation dans plusieurs écoles de différents pays et pour l'apprentissage de l'informatique, les langues étrangères et les sciences. \cite{ZHANG2021100025} référence un grand nombre de travaux sur la période de 1993-2020. \colorbox{pink}{Vérifier le sens de la phrase suivante} Cet article montre que les besoins et contraintes des EIAH ne sont pas différentes selon l'age, le niveau culturel, ou le niveau éducatif des apprenants. Cet article montre également qu'il est possible d'adapter la stratégie d'apprentissage pour n'importe qui et maximiser le rendement et acquisition des connaissances grâce à différentes techniques d'intelligence artificielle. \colorbox{pink}{Utilité des deux phrases suivantes ?} Par ailleurs, les représentations et algorithmes peuvent changer et évoluer. Aujourd'hui il y a encore beaucoup de potentiel pour développer encore les capacités de calcul et d'adaptation.
-\cite{CHIU2023100118} présente une révision des travaux d'intelligence artificielle appliquée à l'éducation extraits des bases de données bibliographiques ERIC, WOS et Scopus sur la période 2012-2021. Ce travail est focalisé sur les tendances et les outils employées pour aider le processus d'apprentissage. Une classification des contributions de l'IA est faite, fondée sur 92 travaux \colorbox{pink}{publications scientifiques ?}. Les contributions et l'utilité des outils d'IA implémentés dans les EIAH évalués dans cet article sont évaluées dans les quatre domaines suivants : l'apprentissage, l'enseignement, l'évaluation et l'administration.
+\cite{CHIU2023100118} présente une révision des travaux d'intelligence artificielle appliquée à l'éducation extraits des bases de données bibliographiques ERIC, WOS et Scopus sur la période 2012-2021. Ce travail est focalisé sur les tendances et les outils employées pour aider le processus d'apprentissage. Une classification des contributions de l'IA est faite, fondée sur 92 travaux scientifiques. Les contributions et l'utilité des outils d'IA implémentés dans les EIAH évalués dans cet article sont évaluées dans les quatre domaines suivants : l'apprentissage, l'enseignement, l'évaluation et l'administration.
Pour l'apprentissage, l'IA est généralement utilisée pour attribuer des tâches en fonction des compétences individuelles, fournir des conversations homme-machine, analyser le travail des étudiants pour obtenir des commentaires et accroître l'adaptabilité et l'interactivité dans les environnements numériques.
Pour l'enseignement, des stratégies d'enseignement adaptatives peuvent être appliquées pour améliorer la capacité des enseignants à enseigner et soutenir le développement professionnel des enseignants.
Dans le domaine de l'évaluation, l'IA peut fournir une notation automatique et prédire les performances des élèves.
@@ -41,7 +41,7 @@ Ces systèmes montrent des effets positifs pour les apprenants comme le révèle
Le travail de \cite{pmlr-v108-seznec20a} propose un modèle générique de recommandation qui peut être utilisé dans les systèmes de recommandation de produits ou les systèmes d'apprentissage. Ce modèle est fondé sur l'algorithme par renforcement UCB (\textit{Upper Confidence Bound}) qui permet de trouver une solution approchée à une variante du problème \textit{Bandit manchot} non stationnaire (MAB, présenté dans la section \ref{sectBanditManchot} de ce manuscrit), où les récompenses de chaque action diminuent progressivement après chaque utilisation. Pour valider le modèle, une comparaison avec trois autres algorithmes a été menée en considérant une base de données réelle. La performance du système a été démontrée en se fondant sur la moyenne accumulée du regret et la moyenne de la récompense accumulée.
-Aussi \cite{INGKAVARA2022100086} met en évidence que les technologies et les systèmes de recommandation peuvent s'adapter à différents besoins et aspirations et qu'ils peuvent également favoriser l'apprentissage auto-régulé. Ce type d'apprentissage aide les apprenants à acquérir les habilités pour diminuer les délais de réponse et devenir plus performants. \colorbox{pink}{Vérifier les 3 phrases suivantes car je les ai beaucoup modifiées} Ces systèmes permettent de définir des objectifs variables dans un environnement structuré. Ils permettent également d'adapter le temps nécessaire à l'acquisition et la maîtrise de connaissances et de compétences. De plus, ils permettent de donner accès à des ressources et constituent un excellent outil pour le renforcement des connaissances acquises.
+Aussi \cite{INGKAVARA2022100086} met en évidence que les technologies et les systèmes de recommandation peuvent s'adapter à différents besoins et aspirations et qu'ils peuvent également favoriser l'apprentissage auto-régulé. Ce type d'apprentissage aide les apprenants à acquérir les habilités pour diminuer les délais de réponse et devenir plus performants. Ce type d'apprentissage permet de définir des objectifs variables dans un environnement structuré, également d'adapter le temps nécessaire à l'acquisition et la maîtrise de connaissances et de compétences. De plus, avec les systèmes de recommandation est possible d'avoir accès à des ressources et ainsi constituer un excellent outil pour le renforcement des connaissances acquises.
L'IA est utilisée pour l'apprentissage adaptatif afin de suggérer des ressources d'étude dans le travail de \cite{LALITHA2020583}. Le système proposé par ces auteurs intègre un module de personnalisation qui collecte l'information de l'apprenant et ses exigences, un module de classification qui compare l'information avec d'autres profiles en utilisant l'algorithme KNN et un module de recommandation chargé d'identifier les ressources communes entre les profiles afin d'en extraire des informations complémentaires provenant d'Internet. Ce système inclut également un algorithme \textit{Random Forest} pour améliorer le processus d'apprentissage du nouvel apprenant. Les techniques et les stratégies sont très variées mais l'objectif est de s'adapter aux apprenants et à leurs besoins. Dans \cite{ZHAO2023118535} les données des apprenants sont collectées et classées dans des groupes présentant des caractéristiques similaires. Ensuite, la méthode d'analyse par enveloppement des données (DEA) permet d'identifier les besoins spécifiques de chaque groupe et ainsi proposer un parcours d'apprentissage personnalisé.
@@ -52,11 +52,11 @@ La représentation des données des enseignants, des apprenants et l'environneme
\item les relations entre G et M.
\end{itemize}
-L'originalité de ce travail consiste à analyser ces concepts en via l'approche FCA (\textit{Formal Context Analysis}). Ce type de représentation permet de mettre en relation les ressources, les questions et les sujets. En conséquence, si un apprenant étudie un sujet $S_1$ et si une règle relie $S_1$ au sujet $S_4$ ou la question $Q_34$, alors le système peut suggérer l'étude de ces ressources \colorbox{pink}{Quelles ressources ?} Par ailleurs, cet algorithme se fonde sur une structure du cours prédéfinie pour recommander un parcours exhaustif d'apprentissage.
+L'originalité de ce travail consiste à analyser ces concepts en via l'approche FCA (\textit{Formal Context Analysis}). Ce type de représentation permet de mettre en relation les ressources d'étude, les questions et les sujets. En conséquence, si un apprenant étudie un sujet $S_1$ et si une règle relie $S_1$ au sujet $S_4$ ou la question $Q_{3,4}$, alors le système peut suggérer l'étude des ressources d'étude associés au sujet $S_4$ ou aux questions relies par les règles. Par ailleurs, cet algorithme se fonde sur une structure du cours prédéfinie pour recommander un parcours exhaustif d'apprentissage.
\cite{Zhou2021} propose un système de recommandation pour personnaliser des exercices pour l'apprentissage de l'anglais. Le système décrit contient un module principal qui représente les apprenants comme des vecteurs selon le modèle DINA où sont stockes les points de connaissance acquise. Le vecteur de connaissances $K$ est de dimension $n$ ($K=\{k_1, k_2, ..., k_n\}$) où chaque dimension correspond à un point de connaissance. Ainsi, $k_i=1$ signifie que l'apprenant maîtrise le point de connaissance $k_i$. A contrario, $k_i=0$ signifie que l'apprenant doit étudier le point de connaissance $k_i$ car car non acquise. La recommandation des questions proposées par le système se sert par ailleurs d'une librairie de ressources associes à chacune des questions possibles et permettant à l'apprenant de renforcer son apprentissage et d'avancer dans le programme du cours.
-Certains travaux de recommandation et de personnalisation considèrent des variables complémentaires aux notes. C'est le cas de l'EIAH proposé par \cite{EZALDEEN2022100700}, qui lie l'analyse du comportement de l'apprenant à une analyse sémantique \colorbox{pink}{une analyse sémantique de quoi ? Des réponses ?}. La première étape consiste à collecter les données nécessaires pour créer un profile de l'apprenant. Fort de ce profile complet, des associations sont faites entre l'apprenant et un groupe de catégories d'apprentissages prédéfinies. Les apprentissages sont regroupés selon ses préférences et les données historiques. Puis les concepts associés pour les catégories sont recherchés et permettent ainsi de générer un guide pour obtenir des ressources internet qu'il est possible de recommander. Le système est divisé en quatre niveaux représentés sur la figure \figref{figLevels} où chacun des niveaux est chargé d'une tache spécifique. Les résultats d'un niveau sont envoyés au niveau suivant jusqu'à arriver aux recommandations personnalisées pour l'apprenant.
+Certains travaux de recommandation et de personnalisation considèrent des variables complémentaires aux notes. C'est le cas de l'EIAH proposé par \cite{EZALDEEN2022100700}, qui lie l'analyse du comportement de l'apprenant à une analyse sémantique de son propre profil. La première étape consiste à collecter les données nécessaires pour créer un profile de l'apprenant. Fort de ce profile complet, des associations sont faites entre l'apprenant et un groupe de catégories d'apprentissages prédéfinies. Les apprentissages sont regroupés selon ses préférences et les données historiques. Puis les concepts associés pour les catégories sont recherchés et permettent ainsi de générer un guide pour obtenir des ressources internet qu'il est possible de recommander. Le système est divisé en quatre niveaux représentés sur la figure \figref{figLevels} où chacun des niveaux est chargé d'une tache spécifique. Les résultats d'un niveau sont envoyés au niveau suivant jusqu'à arriver aux recommandations personnalisées pour l'apprenant.
\mfigure[!ht]{width=\textwidth}{./Figures/ELearningLevels.png}{Traduction des niveaux du système de recommandation dans \cite{EZALDEEN2022100700}}{figLevels}
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diff --git a/main.aux b/main.aux
index 0854bde..9ccc543 100644
--- a/main.aux
+++ b/main.aux
@@ -34,11 +34,14 @@
\@input{./chapters/EIAH.aux}
\@input{./chapters/CBR.aux}
\@writefile{toc}{\contentsline {part}{III\hspace {1em}Contributions}{35}{part.3}\protected@file@percent }
+\@input{./chapters/Architecture.aux}
\bibstyle{apalike}
\bibdata{main.bib}
\bibcite{doi:10.3233/AIC-1994-7104}{Aamodt and Plaza, 1994}
+\bibcite{Auer}{Auer et~al., 2021}
\bibcite{10.1007/978-3-642-15973-2_50}{Butdee and Tichkiewitch, 2011}
\bibcite{CHIU2023100118}{Chiu et~al., 2023}
+\bibcite{Riesbeck1989}{C.K. and R.C., 1989}
\bibcite{10.1145/3459665}{Cunningham and Delany, 2021}
\bibcite{EZALDEEN2022100700}{Ezaldeen et~al., 2022}
\bibcite{10.1007/978-3-030-58342-2_5}{Feely et~al., 2020}
@@ -46,9 +49,11 @@
\bibcite{9434422}{Gupta et~al., 2021}
\bibcite{hajduk2019cognitive}{Hajduk et~al., 2019}
\bibcite{doi:10.1177/1754337116651013}{Henriet et~al., 2017}
+\bibcite{10.1007/978-3-030-01081-2_9}{Henriet and Greffier, 2018}
\bibcite{Hoang}{Hoang, 2018}
\bibcite{HUANG2023104684}{Huang et~al., 2023}
\bibcite{INGKAVARA2022100086}{Ingkavara et~al., 2022}
+\bibcite{Daubias2011}{Jean-Daubias, 2011}
\bibcite{JUNG20095695}{Jung et~al., 2009}
\bibcite{KOLODNER1983281}{Kolodner, 1983}
\bibcite{LALITHA2020583}{Lalitha and Sreeja, 2020}
@@ -64,7 +69,6 @@
\bibcite{PETROVIC201617}{Petrovic et~al., 2016}
\bibcite{Richter2013}{Richter and Weber, 2013}
\bibcite{RICHTER20093}{Richter, 2009}
-\bibcite{Riesbeck1989}{Riesbeck and Schank, 1989}
\bibcite{Robertson2014ARO}{Robertson and Watson, 2014}
\bibcite{ROLDANREYES20151}{{Roldan Reyes} et~al., 2015}
\bibcite{schank+abelson77}{Schank and Abelson, 1977}
@@ -72,6 +76,7 @@
\bibcite{9072123}{Sinaga and Yang, 2020}
\bibcite{10.1007/978-3-030-01081-2_25}{Smyth and Cunningham, 2018}
\bibcite{10.1007/978-3-030-58342-2_8}{Smyth and Willemsen, 2020}
+\bibcite{10.1007/978-3-031-63646-2_13}{Soto-Forero et~al., 2024}
\bibcite{SU2022109547}{Su et~al., 2022}
\bibcite{8495930}{Supic, 2018}
\bibcite{WANG2021331}{Wang et~al., 2021}
@@ -79,4 +84,5 @@
\bibcite{ZHANG2021100025}{Zhang. and Aslan, 2021}
\bibcite{ZHAO2023118535}{Zhao et~al., 2023}
\bibcite{Zhou2021}{Zhou and Wang, 2021}
-\gdef \@abspage@last{48}
+\bibcite{jmse10040464}{Zuluaga et~al., 2022}
+\gdef \@abspage@last{58}
diff --git a/main.bbl b/main.bbl
index 40c8174..af8180c 100644
--- a/main.bbl
+++ b/main.bbl
@@ -6,6 +6,11 @@ Aamodt, A. and Plaza, E. (1994).
and system approaches.
\newblock {\em AI Communications}, 7(1):39--59.
+\bibitem[Auer et~al., 2021]{Auer}
+Auer, F., Lenarduzzi, V., Felderer, M., and Taibi, D. (2021).
+\newblock From monolithic systems to microservices: An assessment framework.
+\newblock {\em Information and Software Technology}, 137:106600.
+
\bibitem[Butdee and Tichkiewitch, 2011]{10.1007/978-3-642-15973-2_50}
Butdee, S. and Tichkiewitch, S. (2011).
\newblock Case-based reasoning for adaptive aluminum extrusion die design
@@ -19,6 +24,11 @@ Chiu, T.~K., Xia, Q., Zhou, X., Chai, C.~S., and Cheng, M. (2023).
research recommendations of artificial intelligence in education.
\newblock {\em Computers and Education: Artificial Intelligence}, 4:100118.
+\bibitem[C.K. and R.C., 1989]{Riesbeck1989}
+C.K., R. and R.C., S. (1989).
+\newblock {\em Inside Case-Based Reasoning}.
+\newblock Psychology Press.
+
\bibitem[Cunningham and Delany, 2021]{10.1145/3459665}
Cunningham, P. and Delany, S.~J. (2021).
\newblock K-nearest neighbour classifiers - a tutorial.
@@ -67,6 +77,14 @@ Henriet, J., Christophe, L., and Laurent, P. (2017).
\newblock {\em Proceedings of the Institution of Mechanical Engineers, Part P:
Journal of Sports Engineering and Technology}, 231(2):110--124.
+\bibitem[Henriet and Greffier, 2018]{10.1007/978-3-030-01081-2_9}
+Henriet, J. and Greffier, F. (2018).
+\newblock Ai-vt: An example of cbr that generates a variety of solutions to the
+ same problem.
+\newblock In Cox, M.~T., Funk, P., and Begum, S., editors, {\em Case-Based
+ Reasoning Research and Development}, pages 124--139, Cham. Springer
+ International Publishing.
+
\bibitem[Hoang, 2018]{Hoang}
Hoang, L. (2018).
\newblock {\em La formule du savoir. Une philosophie unifiée du savoir fondée
@@ -86,6 +104,10 @@ Ingkavara, T., Panjaburee, P., Srisawasdi, N., and Sajjapanroj, S. (2022).
self-regulated online learning.
\newblock {\em Computers and Education: Artificial Intelligence}, 3:100086.
+\bibitem[Jean-Daubias, 2011]{Daubias2011}
+Jean-Daubias, S. (2011).
+\newblock Ingénierie des profils d'apprenants.
+
\bibitem[Jung et~al., 2009]{JUNG20095695}
Jung, S., Lim, T., and Kim, D. (2009).
\newblock Integrating radial basis function networks with case-based reasoning
@@ -180,10 +202,6 @@ Richter, M.~M. (2009).
\newblock {\em Engineering Applications of Artificial Intelligence},
22(1):3--9.
-\bibitem[Riesbeck and Schank, 1989]{Riesbeck1989}
-Riesbeck, C. and Schank, R. (1989).
-\newblock {\em Inside Case-Based Reasoning}.
-
\bibitem[Robertson and Watson, 2014]{Robertson2014ARO}
Robertson, G. and Watson, I.~D. (2014).
\newblock A review of real-time strategy game ai.
@@ -230,6 +248,14 @@ Smyth, B. and Willemsen, M.~C. (2020).
Research and Development}, pages 112--126, Cham. Springer International
Publishing.
+\bibitem[Soto-Forero et~al., 2024]{10.1007/978-3-031-63646-2_13}
+Soto-Forero, D., Ackermann, S., Betbeder, M.-L., and Henriet, J. (2024).
+\newblock The intelligent tutoring system ai-vt with case-based reasoning and
+ real time recommender models.
+\newblock In Recio-Garcia, J.~A., Orozco-del Castillo, M.~G., and Bridge, D.,
+ editors, {\em Case-Based Reasoning Research and Development}, pages 191--205,
+ Cham. Springer Nature Switzerland.
+
\bibitem[Su et~al., 2022]{SU2022109547}
Su, Y., Cheng, Z., Wu, J., Dong, Y., Huang, Z., Wu, L., Chen, E., Wang, S., and
Xie, F. (2022).
@@ -272,4 +298,11 @@ Zhou, L. and Wang, C. (2021).
learning based on data mining.
\newblock {\em Scientific Programming}, 2021:5042286.
+\bibitem[Zuluaga et~al., 2022]{jmse10040464}
+Zuluaga, C.~A., Aristizábal, L.~M., Rúa, S., Franco, D.~A., Osorio, D.~A.,
+ and Vásquez, R.~E. (2022).
+\newblock Development of a modular software architecture for underwater
+ vehicles using systems engineering.
+\newblock {\em Journal of Marine Science and Engineering}, 10(4).
+
\end{thebibliography}
diff --git a/main.bib b/main.bib
index 2e343a8..ff86bf8 100644
--- a/main.bib
+++ b/main.bib
@@ -1643,10 +1643,10 @@ abstract = {This study presents a process model of very long-term episodic memor
}
@Book{Riesbeck1989,
-author = {Riesbeck, C.K., and Schank, R.C.},
+author = {Riesbeck C.K. and Schank R.C.},
year = {1989},
title = {Inside Case-Based Reasoning},
-editor = {Psychology Press},
+publisher = {Psychology Press},
url = {https://doi.org/10.4324/9780203781821}
}
diff --git a/main.blg b/main.blg
index 1584e82..9ac20ec 100644
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diff --git a/main.tex b/main.tex
index 7ab9f85..6060097 100644
--- a/main.tex
+++ b/main.tex
@@ -367,7 +367,13 @@ Enfin, une conclusion générale incluant des perspectives de recherche termine
\part{Contributions}
-%\include{./chapter/}
+\include{./chapters/Architecture.tex}
+
+%\include{./chapter/TS.tex}
+%\include{./chapter/ESCBR.tex}
+%\include{./chapter/ESCBR-SMA.tex}
+%\include{./chapter/TS_ESCBR-SMA.tex}
+%\include{./chapter/TS_ESCBR-SMA-Hawkes.tex}
%\bibliographystyle{spimphdthesis}
\bibliographystyle{apalike}
diff --git a/main.toc b/main.toc
index d7d51a5..0a1722e 100644
--- a/main.toc
+++ b/main.toc
@@ -15,7 +15,7 @@
\contentsline {subsubsection}{\numberline {2.2.1.3}Réviser et Réparer}{12}{subsubsection.2.2.1.3}%
\contentsline {subsubsection}{\numberline {2.2.1.4}Retenir (Stocker)}{13}{subsubsection.2.2.1.4}%
\contentsline {subsubsection}{\numberline {2.2.1.5}Conteneurs de Connaissance}{14}{subsubsection.2.2.1.5}%
-\contentsline {subsection}{\numberline {2.2.2}Les systèmes multi-agents}{15}{subsection.2.2.2}%
+\contentsline {subsection}{\numberline {2.2.2}Les systèmes multi-agents}{14}{subsection.2.2.2}%
\contentsline {subsection}{\numberline {2.2.3}Différents algorithmes et fonctions implémentés dans AI-VT pour la personnalisation et l'adaptation des séances d'entrainement proposées}{15}{subsection.2.2.3}%
\contentsline {subsubsection}{\numberline {2.2.3.1}Pensée Bayesienne}{15}{subsubsection.2.2.3.1}%
\contentsline {subsubsection}{\numberline {2.2.3.2}Méthode des k plus proches voisins (K-Nearest Neighborhood - KNN)}{16}{subsubsection.2.2.3.2}%
@@ -31,3 +31,12 @@
\contentsline {chapter}{\numberline {4}\'Etat de l'art (Raisonnement à Partir de Cas)}{29}{chapter.4}%
\contentsline {section}{\numberline {4.1}Raisonnement à partir de cas (RàPC)}{29}{section.4.1}%
\contentsline {part}{III\hspace {1em}Contributions}{35}{part.3}%
+\contentsline {chapter}{\numberline {5}Architecture Globale pour le Système AI-VT}{37}{chapter.5}%
+\contentsline {section}{\numberline {5.1}Introduction}{37}{section.5.1}%
+\contentsline {section}{\numberline {5.2}Description du système AI-VT}{38}{section.5.2}%
+\contentsline {section}{\numberline {5.3}Modèle d'architecture proposé}{39}{section.5.3}%
+\contentsline {subsection}{\numberline {5.3.1}Correction automatique}{41}{subsection.5.3.1}%
+\contentsline {subsection}{\numberline {5.3.2}Identification}{42}{subsection.5.3.2}%
+\contentsline {subsection}{\numberline {5.3.3}Révision}{43}{subsection.5.3.3}%
+\contentsline {subsection}{\numberline {5.3.4}Test}{44}{subsection.5.3.4}%
+\contentsline {section}{\numberline {5.4}Conclusion}{45}{section.5.4}%