Shuo-chieh Huang

works on

bayesian networks 1 distribution estimation 1 factor models 1 high-dimensional data 1 high-dimensional statistics 1 manifold-valued data 1 riemannian geometry 1 sparse methods 1 time series 1 time series analysis 1

From the 2 of 5 linked papers with an AI index.

activity

20242026

collaborators

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stat.ML2026

Breaking the Curse with BAND: Nonparametric Distribution Estimation in High Dimensions

Shuo-Chieh Huang, Chien-Ming Chi, Jau-er Chen

The paper introduces BAND, a sparse Bayesian network method for high‑dimensional distribution estimation that achieves faster polynomial convergence rates by leveraging sparsity-aw…