Search Results for author: Ken-ichiro Moridomi

Found 2 papers, 0 papers with code

A generalised log-determinant regularizer for online semi-definite programming and its applications

no code implementations10 Dec 2020 Yaxiong Liu, Ken-ichiro Moridomi, Kohei Hatano, Eiji Takimoto

We consider a variant of online semi-definite programming problem (OSDP): The decision space consists of semi-definite matrices with bounded $\Gamma$-trace norm, which is a generalization of trace norm defined by a positive definite matrix $\Gamma.$ To solve this problem, we utilise the follow-the-regularized-leader algorithm with a $\Gamma$-dependent log-determinant regularizer.

Matrix Completion

Online linear optimization with the log-determinant regularizer

no code implementations27 Oct 2017 Ken-ichiro Moridomi, Kohei Hatano, Eiji Takimoto

Moreover, we apply our method to online linear optimization over vectors and show that the FTRL with the Burg entropy regularizer, which is the analogue of the log-determinant regularizer in the vector case, works well.

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