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Kevin P. Murphy | Researchclopedia

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Kevin P. Murphy

47

Works

16,792

Citations

29

h-index

40

i10-index

Research Topics

Bayesian Modeling and Causal Inference Gaussian Processes and Bayesian Inference Bayesian Methods and Mixture Models

Affiliations

BC Cancer Agency2009–2010

Boeing (United States)2010–2010

University of British Columbia2006–2012

Provincial Health Services Authority2010–2010

Trinity College Dublin2008–2012

Top Works

Machine learning a probabilistic perspective

Kevin P. Murphy

20129,300 citations

Machine Learning and Algorithms

Statistical Methods and Inference

Dynamic bayesian networks: representation, inference and learning

Kevin P. Murphy,Stuart Russell

20022,597 citations

Loopy Belief Propagation for Approximate Inference: An Empirical Study

Kevin P. Murphy,Yair Weiss,et al.

20131,459 citations

Bayesian Map Learning in Dynamic Environments

Kevin P. Murphy

1999449 citations

Efficient parameter estimation for RNA secondary structure prediction

Mirela Andronescu,Anne Condon,et al.

2007248 citations

A dynamic Bayesian network approach to figure tracking using learned dynamic models

Vladimir Pavlović,James M. Rehg,et al.

1999224 citations

Optimizing Costly Functions with Simple Constraints: A Limited-Memory Projected Quasi-Newton Algorithm

Mark Schmidt,E. van den Berg,et al.

2009221 citations

SNVMix: predicting single nucleotide variants from next-generation sequencing of tumors

Rodrigo Goya,Mark Sun,et al.

2010218 citations

Linear-time inference in Hierarchical HMMs

Kevin P. Murphy,Mark A. Paskin

2001189 citations