no code implementations • 15 Feb 2015 • Felipe Llinares López, Mahito Sugiyama, Laetitia Papaxanthos, Karsten M. Borgwardt
Westfall-Young light opens the door to significant pattern mining on large datasets that previously led to prohibitive runtime or memory costs.
no code implementations • 4 Jul 2014 • Felipe Llinares, Mahito Sugiyama, Karsten M. Borgwardt
Finding statistically significant interactions between binary variables is computationally and statistically challenging in high-dimensional settings, due to the combinatorial explosion in the number of hypotheses.
no code implementations • 1 Jul 2014 • Mahito Sugiyama, Felipe Llinares López, Niklas Kasenburg, Karsten M. Borgwardt
An open question, however, is whether this strategy of excluding untestable hypotheses also leads to greater statistical power in subgraph mining, in which the number of hypotheses is much larger than in itemset mining.
no code implementations • 10 Nov 2012 • Chloé-Agathe Azencott, Dominik Grimm, Mahito Sugiyama, Yoshinobu Kawahara, Karsten M. Borgwardt
We present SConES, a new efficient method to discover sets of genetic loci that are maximally associated with a phenotype, while being connected in an underlying network.