Variational Bayesian methods

Results: 181



#Item
1Computational neuroscience / Statistics / Neuroscience / Statistical theory / Neural networks / Bioinformatics / Artificial neural network / Bayesian network / Neural coding / Variational Bayesian methods / Bayesian inference / Hidden Markov model

A Bayesian model for identifying hierarchically organised states in neural population activity Patrick Putzky1,2,3 , Florian Franzen1,2,3 , Giacomo Bassetto1,3 , Jakob H. Macke1,3 1 Max Planck Institute for Biological Cy

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Source URL: www.mackelab.org

Language: English - Date: 2016-08-04 15:02:45
2Statistics / Statistical theory / Estimation theory / Actuarial science / Expectationmaximization algorithm / Missing data / Maximum likelihood estimation / Variational Bayesian methods / Linear regression / Normal distribution / Covariance / Regression analysis

Spectral learning of linear dynamics from generalised-linear observations with application to neural population data Lars Buesing∗ , Jakob H. Macke∗,† , Maneesh Sahani Gatsby Computational Neuroscience Unit

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Source URL: www.mackelab.org

Language: English - Date: 2016-08-04 15:02:44
3Statistics / Geometry / Statistical distance / Information / Statistical theory / Information theory / Bregman divergence / Search algorithms / KullbackLeibler divergence / Variational Bayesian methods / Expectationmaximization algorithm / Divergence

That was fast! Speeding up NN search of high dimensional distributions. Emanuele Coviello University of California, San Diego, 9500 Gilman Dr, La Jolla, CA 92093

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Source URL: eceweb.ucsd.edu

Language: English - Date: 2015-07-31 19:02:39
4Mathematical analysis / Statistics / Probability / Probability distributions / Variational Bayesian methods / Normal distribution / Exponentials / Special functions / Natural logarithm of 2 / Exponential family

Supplement for: A Bayesian model for identifying hierarchically organised states in neural population activity Patrick Putzky1,2,3 , Florian Franzen1,2,3 , Giacomo Bassetto1,3 , Jakob H. Macke1,3 1 Max Planck Institute f

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Source URL: www.mackelab.org

Language: English - Date: 2016-08-04 15:02:45
5Statistics / Statistical classification / Statistical theory / Regression analysis / Estimation theory / Actuarial science / Belief propagation / Naive Bayes classifier / Logistic regression / Exponential family / Variational Bayesian methods / KullbackLeibler divergence

Technical supplement to “Consistent probabilistic outputs for protein function prediction” Guillaume Obozinski Department of Statistics UC Berkeley Berkeley, CA, USA

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Source URL: eceweb.ucsd.edu

Language: English - Date: 2015-07-31 19:00:24
6Statistics / Probability / Statistical natural language processing / Probability distributions / Estimation theory / Regression analysis / Dynamic topic model / Latent Dirichlet allocation / Variational Bayesian methods / Mixture model / Topic model / Normal distribution

A Latent Variable Model for Geographic Lexical Variation Jacob Eisenstein Brendan O’Connor Noah A. Smith Eric P. Xing School of Computer Science Carnegie Mellon University

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Source URL: homes.cs.washington.edu

Language: English - Date: 2015-07-30 17:50:53
7Statistics / Statistical models / Bayesian network / Latent variable / Variational Bayesian methods / Independent component analysis / Expectationmaximization algorithm / Generative model / Principal component analysis / Bayesian inference / Normal distribution / Mixture model

Variational Bayesian Learning of Cooperative Vector Quantizer Model - The Theory  

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Source URL: people.cs.pitt.edu

Language: English - Date: 2003-05-06 15:46:12
8Statistical theory / Statistics / Bayesian statistics / Probability / Statistical natural language processing / Latent Dirichlet allocation / Estimation theory / Variational Bayesian methods / Gibbs sampling / Likelihood function / Probability distributions

September 14, :56 WSPC - Proceedings Trim Size: 9.75in x 6.5in

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Source URL: www.jsbi.org

Language: English - Date: 2009-12-21 01:53:45
9Statistics / 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
10Statistics / Control theory / Kalman filter / Robot control / Variational Bayesian methods / Probability / Table of stars with Bayer designations

Supplementary appendix to “Learning to Extract International Relations from Political Context” (ACLBrendan O’Connor, Brandon Stewart, Noah A. Smith Contact: Web: http://brenocon.com/ireve

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Source URL: brenocon.com

Language: English - Date: 2013-05-16 00:42:45
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