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Marie‐Jeanne Lesot

Observed names: LESOT, Marie-Jeanne, Lesot Marie-Jeanne, Lesot, M-J., Lesot, M.-J., Lesot, Marie Jeanne, Lesot, Marie-Jeanne, M J. Lesot, M. -j. Lesot, M.-J. Lesot, Marie Jeanne Lesot, Marie-Jeanne Lesot, Marie-jeanne Lesot, Marie-jeanne Lesot Florence D’alché-buc
Observed institutions: Centre National de la Recherche Scientifique, École Nationale Supérieure de Techniques Avancées, Institut de Recherche en Informatique et Systèmes Aléatoires, Sorbonne Université, Institute for Systems Engineering and Computers, IMT Atlantique, University of Pittsburgh Medical Center, LIP6, INESC TEC, Université Pierre-et-Marie-Curie, Paris-Sorbonne University, Université de Rennes, Miami University, Otto-von-Guericke-Universität Magdeburg
ORCID: 0000-0002-3604-6647
Observed ORCID: 0000-0002-3604-6647
OpenAlex ID: A5075900406
The Dangers of Post-hoc Interpretability: Unjustified Counterfactual Explanations
2019 · Thibault Laugel, Marie-Jeanne Lesot, et al. · International Joint Conference on Artificial Intelligence · 233
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Similarity measures for binary and numerical data: a survey
2008 · M J. Lesot, M. Rifqi, et al. · International Journal of Knowledge Engineering and Soft Data Paradigms · 175
Comparison-Based Inverse Classification for Interpretability in Machine Learning
2018 · Thibault Laugel, Marie-Jeanne Lesot, et al. · Communications in computer and information science · 151
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Data analysis with fuzzy clustering methods
2006 · Christian Döring, Marie-Jeanne Lesot, et al. · Computational Statistics & Data Analysis · 142
Defining Locality for Surrogates in Post-hoc Interpretablity
2018 · Laugel, Thibault, Renard, Xavier, et al. · arXiv (Cornell University) · 103
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Inverse Classification for Comparison-based Interpretability in Machine Learning
2017 · Laugel, Thibault, Lesot, Marie-Jeanne, et al. · arXiv (Cornell University) · 100
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ROHSA: Regularized Optimization for Hyper-Spectral Analysis
2019 · Antoine Marchal, Marc-Antoine Miville-Deschênes, et al. · Astronomy and Astrophysics · 83
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Contextualization and Exploration of Local Feature Importance Explanations to Improve Understanding and Satisfaction of Non-Expert Users
2022 · Clara Bove, Jonathan Aigrain, et al. · ACM International Conference on Intelligent User Interfaces (IUI) · 81
Fundamentals of Fuzzy Clustering
2007 · Rudolf Kruse, Christian Döring, et al. · Wiley eBooks · 74
GRAANK: Exploiting Rank Correlations for Extracting Gradual Itemsets
2009 · Anne Laurent, Marie-Jeanne Lesot, et al. · Lecture notes in computer science · 57
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Leveraging an Isolation Forest to Anomaly Detection and Data Clustering
2024 · Véronne Yepmo, Grégory Smits, et al. · Data & Knowledge Engineering · 56
Information Processing and Management of Uncertainty in Knowledge-Based Systems
2020 · Lesot, Marie Jeanne, Reformat, Marek Z., et al. · Communications in computer and information science · 56
Issues with post-hoc counterfactual explanations: a discussion
2019 · Laugel, Thibault, Lesot, Marie-Jeanne, et al. · arXiv (Cornell University) · 51
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Interpretability of fuzzy linguistic summaries
2014 · Marie-Jeanne Lesot, Gilles Moyse, et al. · Fuzzy Sets and Systems · 48
Fuzzy Prototypes: From a Cognitive View to a Machine Learning Principle
2007 · Marie-Jeanne Lesot, Maria Rifqi, et al. · Springer eBooks · 44
Dynamic flies: a new pattern recognition tool applied to stereo sequence processing
2002 · Jean Louchet, Maud Guyon, et al. · Pattern Recognition Letters · 39
Fuzzy Prototypes Based on Typicality Degrees
2006 · Marie-Jeanne Lesot, Laure Mouillet, et al. · Springer eBooks · 38
Linguistic summaries of locally periodic time series
2015 · Gilles Moyse, Marie-Jeanne Lesot · Fuzzy Sets and Systems · 32
Investigating the Intelligibility of Plural Counterfactual Examples for Non-Expert Users: an Explanation User Interface Proposition and User Study
2023 · Clara Bove, Marie-Jeanne Lesot, et al. · ACM International Conference on Intelligent User Interfaces (IUI) · 30
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Linguistic summaries of categorical time series for septic shock patient data
2013 · Rui Jorge Almeida, Marie-Jeanne Lesot, et al. · IEEE International Conference on Fuzzy Systems (FUZZ-IEEE) · 29
Information Processing and Management of Uncertainty in Knowledge-Based Systems
2020 · Lesot, Marie Jeanne, Vieira, Susana, et al. · Communications in computer and information science · 28
Linguistic summaries for periodicity detection based on mathematical morphology
2013 · Gilles Moyse, Marie-Jeanne Lesot, et al. · IEEE Symposium on Foundations of Computational Intelligence (FOCI) · 28
Unjustified Classification Regions and Counterfactual Explanations in Machine Learning
2020 · Thibault Laugel, Marie-Jeanne Lesot, et al. · Lecture notes in computer science · 27
Information Processing and Management of Uncertainty in Knowledge-Based Systems
2016 · Lesot, Marie-Jeanne, Vieira, Susana, et al. · Communications in computer and information science · 26
Achieving Diversity in Counterfactual Explanations: a Review and Discussion
2023 · Thibault Laugel, Adulam Jeyasothy, et al. · ACM Conference on Fairness, Accountability, and Transparency (FAccT) · 25
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Works count: 267
Citation count: 2,696
H-index: 26
I10-index: 56
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