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Graphical models
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21	JMLR: Workshop and Conference Proceedings vol 40:1–27, 2015 Efficient Sampling for Gaussian Graphical Models via Spectral Sparsification Dehua Cheng1 Yu Cheng1 Add to Reading List Source URL: jmlr.org - Date: 2015-07-20 20:08:35
22	Learning stick-figure models using nonparametric Bayesian priors over trees Edward W. Meeds, David A. Ross, Richard S. Zemel, and Sam T. Roweis Department of Computer Science University of Toronto {ewm, dross, zemel, row Add to Reading List Source URL: www.cs.toronto.edu Language: English - Date: 2008-08-08 22:07:31 Statistics Probability Statistical theory Probability distributions Statistical models Bayesian statistics Stochastic processes Graphical models Bayesian network Gibbs sampling Dirichlet process Mixture model
23	Mean Field Variational Approximations in Continuous-Time Markov Processes A thesis submitted in partial fulfillment of the requirements for the degree of Master of Science Add to Reading List Source URL: www.cs.huji.ac.il Language: English - Date: 2015-08-10 08:23:20 Bayesian statistics Statistics Graphical models Probability Markov models Bayesian network Probability distribution Markov chain Expectation propagation Approximate inference Likelihood function Hidden Markov model
24	h0p://www.cs.umd.edu/linqs Scaling MPE Inference for Constrained Continuous Markov Random Fields with Consensus Optimization Stephen H. Bach, Matthias Broecheler, Lise Getoor, and Dianne P. O’Leary Add to Reading List Source URL: psl.umiacs.umd.edu Language: English - Date: 2013-06-14 19:26:47 Graphical models Markov random field Probability theory
25	Collective Activity Detection using Hinge-loss Markov Random Fields Ben London, Sameh Khamis, Stephen H. Bach, Bert Huang, Lise Getoor, Larry Davis University of Maryland College Park, MD 20742 {blondon,sameh,bach,bert,g Add to Reading List Source URL: psl.umiacs.umd.edu Language: English - Date: 2013-06-14 19:26:52 Artificial intelligence Probability Statistics Bayesian statistics Markov networks Graphical models Markov random field Probability theory Image segmentation Probabilistic soft logic Activity recognition Support vector machine
26	Spheres of Influence for More Effective Viral Marketing Yasir Mehmood Francesco Bonchi David García-Soriano Add to Reading List Source URL: www.francescobonchi.com Language: English - Date: 2016-05-05 08:42:00 Mathematics Graph theory Computational complexity theory Approximation algorithm Randomized algorithm Networks Graphical models Centrality Belief propagation
27	Rounding Guarantees for Message-Passing MAP Inference with Logical Dependencies Stephen H. Bach Computer Science Dept. University of Maryland Add to Reading List Source URL: stephenbach.net Language: English - Date: 2014-12-17 17:02:10 Graphical models Mathematical analysis Mathematics Probability Mathematical optimization Operations research Linear programming Probability theory Markov random field Linear programming relaxation Relaxation Bayesian network
28	Hinge-Loss Markov Random Fields and Probabilistic Soft Logic arXiv:1505.04406v2 [cs.LG] 9 DecStephen H. Bach∗ Matthias Broecheler† Bert Huang‡ Lise Getoor§ Add to Reading List Source URL: stephenbach.net Language: English - Date: 2015-12-16 16:04:19 Logic Graphical models Mathematics Mathematical logic Structured prediction Markov random field Probability theory Non-classical logic Logic in computer science Bayesian network Random field Fuzzy logic
29	Journal of Artificial Intelligence Research–774 Submitted 03/10; publishedIntrusion Detection using Continuous Time Bayesian Networks Jing Xu Add to Reading List Source URL: rlair.cs.ucr.edu Language: English - Date: 2011-01-19 19:25:19 Statistics Estimation theory Control theory Mathematical analysis Markov models Graphical models Bayesian network Maximum likelihood estimation Expectationmaximization algorithm Markov chain Discretization State-space representation
30	Genome Informatics 11: 129–Cluster Inference Methods and Graphical Models Evaluated on NCI60 Microarray Gene Expression Data Add to Reading List Source URL: www.jsbi.org Language: English - Date: 2001-02-21 03:44:06 Biology Biochemistry Cell biology Systems biology Gene expression Estimation theory Parametric statistics Regression analysis Gene regulatory network P53 Cluster analysis Ordinary least squares