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Damien Garreau
Damien Garreau
Assistant Professor, Université Côte d'Azur (France)
Verified email at unice.fr - Homepage
Title
Cited by
Cited by
Year
Explaining the Explainer: A First Theoretical Analysis of LIME
D Garreau, U von Luxburg
23rd International Conference on Artificial Intelligence and Statistics 108 …, 2020
1362020
Large sample analysis of the median heuristic
D Garreau, W Jitkrittum, M Kanagawa
arXiv preprint arXiv:1707.07269, 2017
1072017
When do random forests fail?
C Tang, D Garreau, U von Luxburg
Advances in Neural Information Processing Systems 31 (NeurIPS 2018), 2018
862018
Consistent change-point detection with kernels
D Garreau, S Arlot
Electronic Journal of Statistics 12 (2), 4440-4486, 2018
792018
Metric learning for temporal sequence alignment
D Garreau, R Lajugie, S Arlot, F Bach
Advances in Neural Information Processing Systems 27 (NeurIPS 2014), 1817-1825, 2014
702014
NEWMA: a new method for scalable model-free online change-point detection
N Keriven, D Garreau, I Poli
IEEE Transactions on Signal Processing 68, 3515-3528, 2020
342020
Comparison-Based Random Forests
S Haghiri, D Garreau, U von Luxburg
35th International Conference on Machine Learning 80, 1871-1880, 2018
332018
An analysis of LIME for text data
D Mardaoui, D Garreau
24th International Conference on Artificial Intelligence and Statistics 130 …, 2021
292021
Looking deeper into tabular LIME
D Garreau, U von Luxburg
arXiv preprint arXiv:2008.11092, 2020
292020
What does LIME really see in images?
D Garreau, D Mardaoui
38th International Conference on Machine Learning 139, 3620-3629, 2021
262021
Dynamics of the knowledge instinct: Effects of incoherence on the cognitive system
F Schoeller, M Eskinazi, D Garreau
Cognitive Systems Research 47, 85-91, 2018
162018
Change-point Detection and Kernel Methods
D Garreau
PSL Research University; ENS Paris-Ecole Normale Supérieure de Paris, 2017
62017
A Sea of Words: An In-Depth Analysis of Anchors for Text Data
G Lopardo, F Precioso, D Garreau
arXiv preprint arXiv:2205.13789, 2022
22022
Theoretical analysis of LIME
D Garreau
Explainable Deep Learning AI, 293-316, 2023
12023
Comparing Feature Importance and Rule Extraction for Interpretability on Text Data
G Lopardo, D Garreau
arXiv preprint arXiv:2207.01420, 2022
12022
SMACE: A New Method for the Interpretability of Composite Decision Systems
G Lopardo, D Garreau, F Precioso, G Ottosson
Machine Learning and Knowledge Discovery in Databases: European Conference …, 2022
12022
Kernel-Matrix Determinant Estimates from stopped Cholesky Decomposition
S Bartels, W Boomsma, J Frellsen, D Garreau
Journal of Machine Learning Research 24 (71), 1-57, 2021
12021
Comparison-based centrality measures
L Rendsburg, D Garreau
International Journal of Data Science and Analytics 11, 243-259, 2021
12021
Explainability as statistical inference
HHJ Senetaire, D Garreau, J Frellsen, PA Mattei
International Conference on Machine Learning, 30584-30612, 2023
2023
The Risks of Recourse in Binary Classification
H Fokkema, D Garreau, T van Erven
arXiv preprint arXiv:2306.00497, 2023
2023
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