Zobrazeno 1 - 10
of 295
pro vyhledávání: '"Koriche, A."'
Interpretable Machine Learning faces a recurring challenge of explaining the predictions made by opaque classifiers such as ensemble models, kernel methods, or neural networks in terms that are understandable to humans. When the model is viewed as a
Externí odkaz:
http://arxiv.org/abs/2411.08478
Publikováno v:
Frontiers in Environmental Science, Vol 12 (2024)
Externí odkaz:
https://doaj.org/article/f20ca86228364b37ae98e26ffcbcc72b
Autor:
Audemard, Gilles, Bellart, Steve, Bounia, Louenas, Koriche, Frédéric, Lagniez, Jean-Marie, Marquis, Pierre
Random forests have long been considered as powerful model ensembles in machine learning. By training multiple decision trees, whose diversity is fostered through data and feature subsampling, the resulting random forest can lead to more stable and r
Externí odkaz:
http://arxiv.org/abs/2108.05276
Autor:
Audemard, Gilles, Bellart, Steve, Bounia, Louenas, Koriche, Frédéric, Lagniez, Jean-Marie, Marquis, Pierre
Decision trees have long been recognized as models of choice in sensitive applications where interpretability is of paramount importance. In this paper, we examine the computational ability of Boolean decision trees in deriving, minimizing, and count
Externí odkaz:
http://arxiv.org/abs/2108.05266
Autor:
Audemard, Gilles, Bellart, Steve, Bounia, Louenas, Koriche, Frédéric, Lagniez, Jean-Marie, Marquis, Pierre
In this paper, we investigate the computational intelligibility of Boolean classifiers, characterized by their ability to answer XAI queries in polynomial time. The classifiers under consideration are decision trees, DNF formulae, decision lists, dec
Externí odkaz:
http://arxiv.org/abs/2104.06172
Akademický článek
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Autor:
Audemard, Gilles, Bellart, Steve, Bounia, Louenas, Koriche, Frédéric, Lagniez, Jean-Marie, Marquis, Pierre
Publikováno v:
In Data & Knowledge Engineering November 2022 142
Akademický článek
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Autor:
Kahal, Aida, Allem, Rachida, Zahzeh, Touria, Koriche, Sana, Kouri, Amina, Douani, Asma, Kassoul, Hadjira, Ababou, Adda
Publikováno v:
In Steroids March 2020 155
Autor:
Krijgsman, W., Tesakov, A., Yanina, T., Lazarev, S., Danukalova, G., Van Baak, C.G.C., Agustí, J., Alçiçek, M.C., Aliyeva, E., Bista, D., Bruch, A., Büyükmeriç, Y., Bukhsianidze, M., Flecker, R., Frolov, P., Hoyle, T.M., Jorissen, E.L., Kirscher, U., Koriche, S.A., Kroonenberg, S.B., Lordkipanidze, D., Oms, O., Rausch, L., Singarayer, J., Stoica, M., van de Velde, S., Titov, V.V., Wesselingh, F.P.
Publikováno v:
In Earth-Science Reviews January 2019 188:1-40