Search Results for author: Yunfei Ye

Found 3 papers, 0 papers with code

Multi-distance Support Matrix Machines

no code implementations2 Jul 2018 Yunfei Ye, Dong Han

We demonstrate the merits of the proposed method by conducting exhaustive experiments on both simulation study and a number of real-word datasets.

Generalization Bounds

A Nonlinear Kernel Support Matrix Machine for Matrix Learning

no code implementations20 Jul 2017 Yunfei Ye

In many problems of supervised tensor learning (STL), real world data such as face images or MRI scans are naturally represented as matrices, which are also called as second order tensors.

Generalization Bounds

The Matrix Hilbert Space and Its Application to Matrix Learning

no code implementations25 Jun 2017 Yunfei Ye

Here, we present a new framework, namely matrix Hilbert space to perform a matrix inner product space when data observations are represented as matrices.

Tensor Decomposition

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