Yin-Jen Chen

activity

20212026

most citedRegression for matrix-valued data via Kronecker products factorization

1 citations · 2 across the 3 of their papers we have counts for

collaborators

3 papers

cs.LG2026

Action-Conditioned Risk Gating for Safety-Critical Control under Partial Observability

Yushen Liu, Yin-Jen Chen, Ziyi Chen +4

Many safety-critical control problems are modeled as risk-sensitive partially observable Markov decision processes, where the controller must make decisions from incomplete observa…

stat.ML2024★ 1 cited

Regression for matrix-valued data via Kronecker products factorization

Yin-Jen Chen, Minh Tang

We study the matrix-variate regression problem $Y_{i} = \sum_{k} β_{1 k} X_{i} β_{2 k}^{⊤} + E_{i}$ for $i = 1, 2 \dots, n$ in the high dimensional regime wherein the response $Y_{i}$ are matr…

stat.ML2021★ 1 cited

Classification of high-dimensional data with spiked covariance matrix structure

Yin-Jen Chen, Minh Tang

We study the classification problem for high-dimensional data with $n$ observations on $p$ features where the $p \times p$ covariance matrix $Σ$ exhibits a spiked eigenvalue struct…