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06/29/2020
Efficient Nonmyopic Bayesian Optimization via One-Shot Multi-Step Trees
Bayesian optimization is a sequential decision making framework for opti...
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03/09/2020
Nearly Optimal Risk Bounds for Kernel K-Means
In this paper, we study the statistical properties of the kernel k-means...
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09/10/2019
Efficient nonmyopic Bayesian optimization and quadrature
Finite-horizon sequential decision problems arise naturally in many mach...
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04/24/2019
D-VAE: A Variational Autoencoder for Directed Acyclic Graphs
Graph structured data are abundant in the real world. Among different gr...
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11/21/2018