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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 }
7 7 \@writefile{lof}{\addvspace {10\p@ }}
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  
main.aux View file @ 0c2fb36
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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 View file @ 0c2fb36
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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 View file @ 0c2fb36
... ... @@ -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 +}
main.blg View file @ 0c2fb36
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15 15 --line 693 of file main.bib
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main.log View file @ 0c2fb36
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2110   -<spimufcphdthesis-backpage.pdf, id=1698, 597.6729pt x 845.07718pt>
  2110 +<spimufcphdthesis-backpage.pdf, id=1699, 597.6729pt x 845.07718pt>
2111 2111 File: spimufcphdthesis-backpage.pdf Graphic file (type pdf)
2112 2112 <use spimufcphdthesis-backpage.pdf>
2113 2113 Package pdftex.def Info: spimufcphdthesis-backpage.pdf used on input line 389.
2114 2114  
... ... @@ -2132,10 +2132,10 @@
2132 2132 (rerunfilecheck) Checksum: A06CA241E4961E00F708D1DB761D768D;24244.
2133 2133 )
2134 2134 Here is how much of TeX's memory you used:
2135   - 21568 strings out of 476038
2136   - 370124 string characters out of 5790170
  2135 + 21570 strings out of 476038
  2136 + 370141 string characters out of 5790170
2137 2137 1904785 words of memory out of 5000000
2138   - 40980 multiletter control sequences out of 15000+600000
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2139 2139 622048 words of font info for 153 fonts, out of 8000000 for 9000
2140 2140 1141 hyphenation exceptions out of 8191
2141 2141 126i,17n,133p,1979b,732s stack positions out of 10000i,1000n,20000p,200000b,200000s
2142 2142  
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2168 2168 b></usr/local/texlive/2023/texmf-dist/fonts/type1/urw/times/utmri8a.pfb>
2169   -Output written on main.pdf (126 pages, 5445860 bytes).
  2169 +Output written on main.pdf (126 pages, 5446138 bytes).
2170 2170 PDF statistics:
2171   - 1865 PDF objects out of 2073 (max. 8388607)
2172   - 1594 compressed objects within 16 object streams
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  2171 + 1868 PDF objects out of 2073 (max. 8388607)
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2174 2174 1006 words of extra memory for PDF output out of 10000 (max. 10000000)
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