50 citations · 302 across the 44 of their papers we have counts for
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math.ST2014★ 16 cited
Minimax Optimal Bayesian Aggregation
Yun Yang, David B. Dunson
It is generally believed that ensemble approaches, which combine multiple algorithms or models, can outperform any single algorithm at machine learning tasks, such as prediction. I…
math.ST2014★ 50 cited
Minimax-optimal nonparametric regression in high dimensions
Yun Yang, Surya T. Tokdar
Minimax risks for high-dimensional nonparametric regression are derived under two sparsity assumptions: (1) the true regression surface is a sparse function that depends only…