6 citations · 29 across the 14 of their papers we have counts for
16 papers
SWoTTeD: An Extension of Tensor Decomposition to Temporal Phenotyping
Hana Sebia, Thomas Guyet, Etienne Audureau
Tensor decomposition has recently been gaining attention in the machine learning community for the analysis of individual traces, such as Electronic Health Records (EHR). However,…
A survey on the semantics of sequential patterns with negation
Thomas Guyet
A sequential pattern with negation, or negative sequential pattern, takes the form of a sequential pattern for which the negation symbol may be used in front of some of the pattern…
Generating robust counterfactual explanations
Victor Guyomard, Françoise Fessant, Thomas Guyet +2
Counterfactual explanations have become a mainstay of the XAI field. This particularly intuitive statement allows the user to understand what small but necessary changes would have…
Temporal Disaggregation of the Cumulative Grass Growth
Thomas Guyet, Laurent Spillemaecker, Simon Malinowski +1
Information on the grass growth over a year is essential for some models simulating the use of this resource to feed animals on pasture or at barn with hay or grass silage. Unfortu…
VCNet: A self-explaining model for realistic counterfactual generation
Victor Guyomard, Françoise Fessant, Thomas Guyet +2
Counterfactual explanation is a common class of methods to make local explanations of machine learning decisions. For a given instance, these methods aim to find the smallest modif…
Experimental study of time series forecasting methods for groundwater level prediction
Michael Franklin Mbouopda, Thomas Guyet, Nicolas Labroche +1
Groundwater level prediction is an applied time series forecasting task with important social impacts to optimize water management as well as preventing some natural disasters: for…