activity
20092023
most citedXEM: An Explainable-by-Design Ensemble Method for Multivariate Time Series Classification

63 citations · 98 across the 13 of their papers we have counts for

collaborators

13 papers

cs.LG2023★ 1 cited

LCE: An Augmented Combination of Bagging and Boosting in Python

Kevin Fauvel, Élisa Fromont, Véronique Masson +2

lcensemble is a high-performing, scalable and user-friendly Python package for the general tasks of classification and regression. The package implements Local Cascade Ensemble (LC…

cs.CR2022★ 1 cited

Unique in the Smart Grid -The Privacy Cost of Fine-Grained Electrical Consumption Data

Antonin Voyez, Tristan Allard, Gildas Avoine +3

The collection of electrical consumption time series through smart meters grows with ambitious nationwide smart grid programs. This data is both highly sensitive and highly valuabl…

cs.NE2022

On the benefits of self-taught learning for brain decoding

Elodie Germani, Elisa Fromont, Camille Maumet

Context. We study the benefits of using a large public neuroimaging database composed of fMRI statistic maps, in a self-taught learning framework, for improving brain decoding on n…

cs.LG2022

UniRank: Unimodal Bandit Algorithm for Online Ranking

Camille-Sovanneary Gauthier, Romaric Gaudel, Elisa Fromont

We tackle a new emerging problem, which is finding an optimal monopartite matching in a weighted graph. The semi-bandit version, where a full matching is sampled at each iteration,…

cs.LG2021

Discovering Useful Compact Sets of Sequential Rules in a Long Sequence

Erwan Bourrand, Luis Galárraga, Esther Galbrun +2

We are interested in understanding the underlying generation process for long sequences of symbolic events. To do so, we propose COSSU, an algorithm to mine small and meaningful se…

cs.CV2020★ 1 cited

Localize to Classify and Classify to Localize: Mutual Guidance in Object Detection

Heng Zhang, Elisa Fromont, Sébastien Lefevre +1

Most deep learning object detectors are based on the anchor mechanism and resort to the Intersection over Union (IoU) between predefined anchor boxes and ground truth boxes to eval…