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Low-Rank Factorization of Determinantal Point Processes

Low-Rank Factorization of Determinantal Point Processes

Determinantal point processes (DPPs) have garnered attention as an elegant probabilistic model of set diversity. They are useful for a number of subset selection tasks, including product recommendation. DPPs are parametrized by a positive semi-definite kernel matrix. In this work we present a new method for learning the DPP kernel …