Bayesian optimization

Results: 127



#Item
21Statistics / Estimation theory / Operations research / Applied mathematics / Regression analysis / Knowledge representation / Mathematical model / Linear regression / Economic model / Bayesian network / Mathematical optimization / Normal distribution

Towards a Robust Top-Down Model for Valuation of Mining Assets Blanchet, J., Dolan, C., Iyengar, G., and Lall, U. Abstract Our goal is to create a simple, yet robust, statistical model which can be used to

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Source URL: water.columbia.edu

Language: English - Date: 2015-11-04 11:08:53
22Statistics / Mathematical analysis / Statistical theory / Estimation theory / Bayesian statistics / Stochastic optimization / Probability theory / Computational statistics / Expectationmaximization algorithm / Stochastic gradient descent / OrnsteinUhlenbeck process / Variational Bayesian methods

A Variational Analysis of Stochastic Gradient Algorithms Stephan Mandt Columbia University, Data Science Institute, New York, USA SM 3976@ COLUMBIA . EDU

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Source URL: jmlr.org

Language: English - Date: 2016-07-20 01:41:10
23Operations research / Statistics / Mathematics / Statistical theory / Estimation theory / Bayesian statistics / Bayesian network / Query optimization / Likelihood function / Flow network / Dynamic programming / Directed acyclic graph

Evaluating TOP-K Queries Over Business Processes Daniel Deutch, Tova Milo Tel Aviv University {danielde,milo}@post.tau.ac.il Abstract— A Business Process (BP) consists of some business

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Source URL: www.cs.tau.ac.il

Language: English - Date: 2009-06-11 05:20:56
24Statistics / Mathematical analysis / Probability / Operations research / Control theory / Mathematical optimization / Regression analysis / Cybernetics / Optimal control / Parameter / Normal distribution / Stochastic control

Tractable Bayesian Optimal Policy in the Presence of Regime Change and Local Parameter Uncertainty Eric T. Swanson Federal Reserve Bank of San Francisco http://www.ericswanson.pro

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Source URL: www.ericswanson.us

Language: English - Date: 2012-07-30 14:56:23
25Mathematics / Computational complexity theory / Graph theory / Graphical models / Combinatorial optimization / Convex optimization / Operations research / Probability theory / Polynomial / Ellipsoid method / Markov random field / Bayesian network

Marginals-to-Models Reducibility Michael Kearns University of Pennsylvania

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Source URL: theory.stanford.edu

Language: English - Date: 2013-11-08 17:46:03
26Model selection / Bayesian network / Bayesian information criterion / Akaike information criterion / Machine learning / Mutual information / Mathematical optimization

Learning Bayesian Networks with Thousands of Variables Mauro Scanagatta IDSIA∗ , SUPSI† , USI‡ Lugano, Switzerland

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Source URL: ipg.idsia.ch

Language: English - Date: 2016-03-17 09:50:41
27Machine learning / Computational linguistics / Artificial neural networks / Natural language processing / Graphical models / Word embedding / Word-sense disambiguation / Word2vec / Conditional random field / Named-entity recognition / Curriculum / Support vector machine

Learning the Curriculum with Bayesian Optimization for Task-Specific Word Representation Learning Yulia Tsvetkov♠ Manaal Faruqui♠ Wang Ling♣ Brian MacWhinney♠ Chris Dyer♣♠ ♠ Carnegie Mellon University ♣ G

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Source URL: www.aclweb.org

Language: English - Date: 2016-08-01 10:37:36
28Data management / Wireless sensor network / Query optimization / SQL / Data stream management system / Database / Relational model / Sensor node / Bayesian network / Uncertain data

Using Probabilistic Models for Data Management in Acquisitional Environments Amol Deshpande∗ University of Maryland

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Source URL: www-db.cs.wisc.edu

Language: English - Date: 2011-09-16 15:44:48
29Convex analysis / Bayesian statistics / Statistical theory / Mathematical economics / Estimation theory / KullbackLeibler divergence / Transportation theory / Normal distribution / Expected value / Conjugate prior / Mutual information / Convex function

1 Tractable Fully Bayesian Inference via Convex Optimization and Optimal Transport Theory Sanggyun Kim, Diego Mesa, Rui Ma, and Todd P. Coleman

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Source URL: arxiv.org

Language: English - Date: 2015-09-29 20:20:39
30

Batch Bayesian Optimization via Local Penalization Zhenwen Dai Department of Computer Science University of Sheffield

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Source URL: bayesopt.github.io

Language: English - Date: 2016-04-20 12:58:34
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