Kevin P. Murphy

Kevin P. Murphy is a person.

• See: Probabilistic Graphical Model, Kevin Murphy CRF Toolbox, Hierarchical Hidden Markov Model, ML Textbook.

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References

• Personal Homepage: http://people.cs.ubc.ca/~murphyk/
• DBLP Author Page: http://www.informatik.uni-trier.de/~ley/db/indices/a-tree/m/Murphy:Kevin_P=.html
• http://scholar.google.com/scholar?q=Kevin+P.+Murphy

2016

• (Nickel et al., 2016) ⇒ Maximilian Nickel, Kevin Murphy, Volker Tresp, and Evgeniy Gabrilovich. (2016). “A Review of Relational Machine Learning for Knowledge Graphs.” In: Proceedings of the IEEE, 104(1). doi:10.1109/JPROC.2015.2483592

2015

• (Dong et al., 2015) ⇒ Xin L. Dong, Evgeniy Gabrilovich, Kevin P. Murphy, Van Dang, Wilko Horn, Camillo Lugaresi, Shaohua Sun, and Wei Zhang. (2015). “Knowledge-Based Trust: Estimating the Trustworthiness of Web Sources.” Proceedings of the VLDB Endowment 8, no. 9

2014

• (Dong et al., 2014) ⇒ Xin Dong, Evgeniy Gabrilovich, Geremy Heitz, Wilko Horn, Ni Lao, Kevin Murphy, Thomas Strohmann, Shaohua Sun, and Wei Zhang. (2014). “Knowledge Vault: A Web-scale Approach to Probabilistic Knowledge Fusion.” In: Proceedings of the 20th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining (KDD-2014) Journal. ISBN:978-1-4503-2956-9 doi:10.1145/2623330.2623623

2012

• (Murphy, 2012) ⇒ Kevin P. Murphy. (2012). “Machine Learning: A Probabilistic Perspective.” The MIT Press. ISBN:0262018020, 9780262018029

2008

• (Russell et al., 2008) ⇒ Bryan C. Russell, Antonio Torralba, Kevin P. Murphy, and William T. Freeman. (2008). “LabelMe: A Database and Web-based Tool for Image Annotation.” In: International J. Comput. Vision, 77(1-3). doi:10.1007/s11263-007-0090-8

2007

• (Reynolds et al., 2007) ⇒ Jordan Reynolds, and Kevin P. Murphy. (2007). “Figure-ground Segmentation Using a Hierarchical Conditional Random Field.” In: Proceedings of the Fourth Canadian Conference on Computer and Robot Vision. doi:10.1109/CRV.2007.32

2006

• (Fang et al., 2006) ⇒ Haw-ren Fang, Kevin P. Murphy, Yang Jin, Jessica S. Kim, and Peter S. White. (2006). “Human Gene Name Normalization Using Text Matching with Automatically Extracted Synonym Dictionaries.” In: Proceedings of the BioNLP Workshop on Linking Natural Language Processing and Diology (BioNLP 2006).

2001

• (Murphy & Paskin, 2001) ⇒ Kevin P. Murphy, and Mark A. Paskin. (2001). “Linear Time Inference in Hierarchical HMMs.” In: Proceedings of NIPS 2001.

1999

• (Murphy et al., 1999) ⇒ Kevin P. Murphy, Yair Weiss, and Michael I. Jordan. (1999). “Loopy Belief Propagation for Approximate Inference: An empirical study.” In: Proceedings of Uncertainty in AI (UAI 1999).

1998

• (Murphy, 1998) ⇒ Kevin P. Murphy. (1998). “A Brief Introduction to Graphical Models and Bayesian Networks." Web tutorial.
• (Friedman et al., 1998) ⇒ Nir Friedman, Kevin P. Murphy, and Stuart J. Russell. (1998). “Learning the Structure of Dynamic Probabilistic Networks.” In: Proceedings of the Fourteenth Conference on Uncertainty in Artificial Intelligence (UAI 1998).

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