Bayesian optimization

Results: 127



#Item
81Markov processes / Stochastic control / Statistical inference / Partially observable Markov decision process / Bayesian inference / Thompson sampling / Markov decision process / Reinforcement learning / Machine learning / Statistics / Dynamic programming / Bayesian statistics

Bayesian Sparse Sampling for On-line Reward Optimization Tao Wang TRYSI @ CS . UALBERTA . CA Daniel Lizotte DLIZOTTE @ CS . UALBERTA . CA

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Source URL: webdocs.cs.ualberta.ca

Language: English - Date: 2005-06-17 16:12:19
82Knowledge representation / Tree / Bayesian network / Mathematical sciences / Networks / Bayesian statistics / Graphical models

Hierarchical POMDP Controller Optimization by Likelihood Maximization Marc Toussaint Computer Science TU Berlin

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Source URL: www.cs.toronto.edu

Language: English - Date: 2008-07-02 13:43:57
83Graphical models / Networks / Statistical models / Bayesian network / Exponential family / Bayesian inference / Mathematical optimization / Maximum likelihood / Feature selection / Statistics / Bayesian statistics / Statistical theory

Convex Structure Learning for Bayesian Networks: Polynomial Feature Selection and Approximate Ordering Yuhong Guo and Dale Schuurmans Department of Computing Science University of Alberta

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Source URL: webdocs.cs.ualberta.ca

Language: English - Date: 2006-05-23 00:36:59
84Stochastic optimization / Dynamic programming / Albert Shiryaev / Stochastic / Optimal control / Multi-armed bandit / Optimal stopping / Mathematical finance / Applied mathematics / Statistics / Mathematical optimization / Operations research

Selected Publications: Monographs: Sequential Control with Incomplete Information: The Bayesian Approach to Many-Armed Bandit Problems, Academic Press, 1990, 266 p., English translation of: Moscow, Nauka, 1982, 256 p., (

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Source URL: mse-msu.ru

Language: English - Date: 2011-04-18 03:41:09
85Machine learning / Estimation theory / Mathematical optimization / Operations research / Hyperparameter / Global optimization / Cross-validation / Bayesian inference / Likelihood function / Statistics / Bayesian statistics / Statistical theory

Multi-Task Bayesian Optimization Kevin Swersky Department of Computer Science University of Toronto

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Source URL: papers.nips.cc

Language: English - Date: 2014-11-25 16:20:14
86Mathematical optimization / Estimation of distribution algorithm / Genetic algorithm / Algorithm / David E. Goldberg / Theoretical computer science / Applied mathematics / Mathematics / Evolutionary computation

c Copyright by Martin Pelikan, 2002  BAYESIAN OPTIMIZATION ALGORITHM: FROM SINGLE LEVEL TO HIERARCHY

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Source URL: medal-lab.org

Language: English - Date: 2012-03-05 12:05:32
87Economics / Science / Minimax / Regret / Robust optimization / Bayesian game / Game theory / Decision theory / Mathematics

Regret-based Optimization and Preference Elicitation for Stackelberg Security Games with Uncertainty Thanh H. Nguyen1 , Amulya Yadav1 , Bo An2 , Milind Tambe1 , Craig Boutilier3 1 University of Southern California, Los

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Source URL: www.cs.toronto.edu

Language: English - Date: 2014-05-02 13:24:05
88Statistical theory / M-estimators / Operations research / Variational Bayesian methods / Mathematical optimization / Stochastic gradient descent / Stochastic optimization / Variance / Bias of an estimator / Statistics / Probability theory / Estimation theory

Smoothed Gradients for Stochastic Variational Inference David Blei Department of Computer Science Department of Statistics Columbia University

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:22
89Bayesian networks / Variational Bayesian methods / Variational message passing / Operations research / Gibbs sampling / Normal distribution / Mathematical optimization / Score / Stochastic optimization / Statistics / Estimation theory / Bayesian statistics

Black Box Variational Inference Rajesh Ranganath Sean Gerrish David M. Blei Princeton University, 35 Olden St., Princeton, NJ 08540

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:22
90Stochastic optimization / Probability theory / Stochastic approximation / Mathematical optimization / Bayesian inference / Latent Dirichlet allocation / Expectation–maximization algorithm / Variational Bayesian methods / Statistics / Bayesian statistics / Estimation theory

An Adaptive Learning Rate for Stochastic Variational Inference Rajesh Ranganath Princeton University, 35 Olden St., Princeton, NJ[removed]RAJESHR @ CS . PRINCETON . EDU

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Source URL: www.cs.columbia.edu

Language: English - Date: 2015-03-12 00:16:22
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