Commit 0c2fb36df0a348a45d38a2d58aa823978290d918

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chapters/ESCBR.aux View file @ 0c2fb36
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 }
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chapters/ESCBR.tex View file @ 0c2fb36
... ... @@ -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  
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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}
... ... @@ -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
... ... @@ -1851,4 +1851,14 @@
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 +}
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2114 2114  
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2132 2132 (rerunfilecheck) Checksum: A06CA241E4961E00F708D1DB761D768D;24244.
2133 2133 )
2134 2134 Here is how much of TeX's memory you used:
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2137 2137 1904785 words of memory out of 5000000
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2169   -Output written on main.pdf (126 pages, 5445860 bytes).
  2169 +Output written on main.pdf (126 pages, 5446138 bytes).
2170 2170 PDF statistics:
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