3 papers
cs.LG2021
HiPaR: Hierarchical Pattern-aided Regression
Luis Galárraga, Olivier Pelgrin, Alexandre Termier
We introduce HiPaR, a novel pattern-aided regression method for tabular data containing both categorical and numerical attributes. HiPaR mines hybrid rules of the form $p \Rightarr…
cs.LG2019
Statistically Significant Discriminative Patterns Searching
Hoang Son Pham, Gwendal Virlet, Dominique Lavenier +1
Discriminative pattern mining is an essential task of data mining. This task aims to discover patterns which occur more frequently in a class than other classes in a class-labeled…
cs.DB2018
Mining Periodic Patterns with a MDL Criterion
Esther Galbrun, Peggy Cellier, Nikolaj Tatti +2
The quantity of event logs available is increasing rapidly, be they produced by industrial processes, computing systems, or life tracking, for instance. It is thus important to des…