10 citations · 11 across the 2 of their papers we have counts for
3 papers
Differentiable Clustering with Perturbed Spanning Forests
Lawrence Stewart, Francis S Bach, Felipe Llinares López +1
We introduce a differentiable clustering method based on stochastic perturbations of minimum-weight spanning forests. This allows us to include clustering in end-to-end trainable p…
Searching for significant patterns in stratified data
Felipe Llinares-Lopez, Laetitia Papaxanthos, Dean Bodenham +1
Significant pattern mining, the problem of finding itemsets that are significantly enriched in one class of objects, is statistically challenging, as the large space of candidate p…
Fast and Memory-Efficient Significant Pattern Mining via Permutation Testing
Felipe Llinares López, Mahito Sugiyama, Laetitia Papaxanthos +1
We present a novel algorithm, Westfall-Young light, for detecting patterns, such as itemsets and subgraphs, which are statistically significantly enriched in one of two classes. Ou…