260 citations · 879 across the 60 of their papers we have counts for
Showing 2019 · stat.MLShow all
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stat.ML2019
Spectrally-truncated kernel ridge regression and its free lunch
Arash A. Amini
Kernel ridge regression (KRR) is a well-known and popular nonparametric regression approach with many desirable properties, including minimax rate-optimality in estimating function…
stat.ML2019★ 34 cited
Optimizing regularized Cholesky score for order-based learning of Bayesian networks
Qiaoling Ye, Arash A. Amini, Qing Zhou
Bayesian networks are a class of popular graphical models that encode causal and conditional independence relations among variables by directed acyclic graphs (DAGs). We propose a…
stat.ML2019★ 5 cited
Exact slice sampler for Hierarchical Dirichlet Processes
Arash A. Amini, Marina Paez, Lizhen Lin +1
We propose an exact slice sampler for Hierarchical Dirichlet process (HDP) and its associated mixture models (Teh et al., 2006). Although there are existing MCMC algorithms for sam…