Finding Interpretable Class-Specific Patterns through Efficient Neural Search
Nils Philipp Walter,
Jonas Fischer,
Jilles Vreeken
Abstract:Discovering patterns in data that best describe the differences between classes allows to
hypothesize and reason about class-specific mechanisms. In molecular biology, for example,
these bear the promise of advancing the understanding of cellular processes differing between
tissues or diseases, which could lead to novel treatments. To be useful in practice, methods
that tackle the problem of finding such differential patterns have to be readily interpretable by
domain experts, and scalable to the extremely hig… Show more
Set email alert for when this publication receives citations?
scite is a Brooklyn-based organization that helps researchers better discover and understand research articles through Smart Citations–citations that display the context of the citation and describe whether the article provides supporting or contrasting evidence. scite is used by students and researchers from around the world and is funded in part by the National Science Foundation and the National Institute on Drug Abuse of the National Institutes of Health.