Ontology highlight
ABSTRACT:
SUBMITTER: Ghosh S
PROVIDER: S-EPMC7306745 | biostudies-literature | 2020 Jun
REPOSITORIES: biostudies-literature
Ghosh Subhroshekhar S Rigollet Philippe P
Proceedings of the National Academy of Sciences of the United States of America 20200601 24
Determinantal point processes (DPPs) have recently become popular tools for modeling the phenomenon of negative dependence, or repulsion, in data. However, our understanding of an analogue of a classical parametric statistical theory is rather limited for this class of models. In this work, we investigate a parametric family of Gaussian DPPs with a clearly interpretable effect of parametric modulation on the observed points. We show that parameter modulation impacts the observed points by introd ...[more]