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bayesian networks 1distribution estimation 1high-dimensional data 1sparse methods 1time series 1

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1 paper

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…