100 citations · 175 across the 12 of their papers we have counts for
3 papers · 1 filter
Combining Two And Three-Way Embeddings Models for Link Prediction in Knowledge Bases
Alberto Garcia-Duran, Antoine Bordes, Nicolas Usunier +1
This paper tackles the problem of endogenous link prediction for Knowledge Base completion. Knowledge Bases can be represented as directed graphs whose nodes correspond to entities…
Beyond Support in Two-Stage Variable Selection
Jean-Michel Bécu, Yves Grandvalet, Christophe Ambroise +1
Numerous variable selection methods rely on a two-stage procedure, where a sparsity-inducing penalty is used in the first stage to predict the support, which is then conveyed to th…
Theory of Optimizing Pseudolinear Performance Measures: Application to F-measure
Shameem A Puthiya Parambath, Nicolas Usunier, Yves Grandvalet
Non-linear performance measures are widely used for the evaluation of learning algorithms. For example, -measure is a commonly used performance measure for classification proble…