Commit 0c2fb36df0a348a45d38a2d58aa823978290d918
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chapters/ESCBR.aux
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1 | 1 | \relax |
2 | 2 | \providecommand\hyper@newdestlabel[2]{} |
3 | 3 | \citation{10.1007/978-3-031-63646-2_11} |
4 | -\citation{10.1007/978-3-031-63646-2_11} | |
4 | +\citation{soto6} | |
5 | 5 | \citation{UCI} |
6 | 6 | \@writefile{toc}{\contentsline {chapter}{\numberline {6}Le raisonnement à partir de cas (RàPC) pour la régression}{51}{chapter.6}\protected@file@percent } |
7 | 7 | \@writefile{lof}{\addvspace {10\p@ }} |
chapters/ESCBR.tex
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... | ... | @@ -5,7 +5,7 @@ |
5 | 5 | \section{Introduction} |
6 | 6 | |
7 | 7 | Ce chapitre est divisé en deux parties. La première partie présente un algorithme fondé sur le raisonnement à partir de cas et les méthodes d'ensemble avec un double empilement itératif. Nous l'avons baptisé \textit{ESCBR} (\textit{Ensemble Stacking Case Based Reasoning}). Ce processus se fait en deux étapes pour trouver des solutions approximatives à des problèmes de régression unidimensionnels et multidimensionnels. Une partie de cette proposition est publiée dans \cite{10.1007/978-3-031-63646-2_11}. La seconde partie montre la conception et l'implémentation d'un SMA intégré à l'ESCBR présenté dans la première partie. Nous considérons dans ce chapitre que le choix des exercices les plus adaptés revient à résoudre un problème de régression. C'est la raison pour laquelle nous testons notre approche sur des jeux de données classiques de régression. |
8 | -L'algorithme présenté dans cette seconde partie associe un raisonnement à partir de cas à des systèmes multi-agents cognitifs implémentant un raisonnement bayésien. Cette association, combinant échange d'informations entre agents et apprentissage par renforcement, permet l'émergence de prédictions plus précises et améliore ainsi les performances d'ESCBR \cite{10.1007/978-3-031-63646-2_11}.\ | |
8 | +L'algorithme présenté dans cette seconde partie associe un raisonnement à partir de cas à des systèmes multi-agents cognitifs implémentant un raisonnement bayésien. Cette association, combinant échange d'informations entre agents et apprentissage par renforcement, permet l'émergence de prédictions plus précises et améliore ainsi les performances d'ESCBR \cite{soto6}.\ | |
9 | 9 | |
10 | 10 | Avant de présenter nos propositions, rappelons quelques caractéristiques importantes des outils combinés dans notre approche. |
11 | 11 |
main.aux
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113 | 113 | \bibcite{10.1007/978-3-031-63646-2_13}{Soto-Forero et~al., 2024b} |
114 | 114 | \bibcite{10.1007/978-3-031-63646-2_11}{Soto-Forero et~al., 2024c} |
115 | 115 | \bibcite{soto5}{Soto-Forero et~al., 2025a} |
116 | -\bibcite{soto4}{Soto-Forero et~al., 2025b} | |
116 | +\bibcite{soto6}{Soto-Forero et~al., 2025b} | |
117 | +\bibcite{soto4}{Soto-Forero et~al., 2025c} | |
117 | 118 | \bibcite{SU2022109547}{Su et~al., 2022} |
118 | 119 | \bibcite{8495930}{Supic, 2018} |
119 | 120 | \bibcite{math12111758}{Uguina et~al., 2024} |
main.bbl
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... | ... | @@ -458,8 +458,14 @@ |
458 | 458 | \newblock In Antonios~Gasteratos, Sabine~Graf, A.~M., editor, {\em |
459 | 459 | International Conference on Intelligent Tutoring Systems}. |
460 | 460 | |
461 | -\bibitem[Soto-Forero et~al., 2025b]{soto4} | |
461 | +\bibitem[Soto-Forero et~al., 2025b]{soto6} | |
462 | 462 | Soto-Forero, D., Betbeder, M.-L., and Henriet, J. (2025b). |
463 | +\newblock Integration of stacking case-based reasoning with a multi-agent | |
464 | + system applied to the intelligent tutoring system ai-vt. | |
465 | +\newblock {\em Journal}, 0(0). | |
466 | + | |
467 | +\bibitem[Soto-Forero et~al., 2025c]{soto4} | |
468 | +Soto-Forero, D., Betbeder, M.-L., and Henriet, J. (2025c). | |
463 | 469 | \newblock Modèle de recommandation stochastique et de raisonnement à partir |
464 | 470 | de cas appliqué à l'eiah ai-vt. |
465 | 471 | \newblock In Elise~Lavoué, Margarida~Romero, Y.~P., editor, {\em Actes de la |
main.bib
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1851 | 1851 | year={2025}, |
1852 | 1852 | isbn={0} |
1853 | 1853 | } |
1854 | + | |
1855 | +@article{soto6, | |
1856 | +title = {Integration of Stacking Case-Based Reasoning with a Multi-Agent System Applied to the Intelligent Tutoring System AI-VT}, | |
1857 | +journal = {Journal}, | |
1858 | +volume = {0}, | |
1859 | +number = {0}, | |
1860 | +year = {2025}, | |
1861 | +issn = {0000-0000}, | |
1862 | +author={Soto-Forero, Daniel and Betbeder, Marie-Laure and Henriet, Julien}, | |
1863 | +} |
main.blg
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