PPT-Latent

Dirichlet Allocation 1 Directed Graphical Models William W Cohen Machine Learning 10601 2 DGMs The Burglar Alarm example Your house has a twitchy burglar alarm that is also sometimes triggered by earthquakes. Hongning Wang, . Yue. Lu, . ChengXiang. . Zhai. {. wang296,yuelu2,czhai. }@cs.uiuc.edu. Department of Computer Science University of Illinois at Urbana-Champaign Urbana IL, 61801 USA. 1. Kindle 3. iPad. Daniel . Oberski. Dept. of Methodology & Statistics . Tilburg University, The Netherlands. (with material from Margot . Sijssens-Bennink. & . Jeroen. . Vermunt. ). About Tilburg University Methodology & Statistics. Clustering. Rajhans . Samdani. ,. . Kai-Wei . Chang. , . Dan . Roth. Department . of Computer Science. University of Illinois at Urbana-. Champaign. Coreference resolution: cluster denotative noun phrases (. Analysis. . . Kai-Wei Chang. Joint work with. . Scott Wen-tau . Yih, Chris Meek. Microsoft Research. Natural Language Understanding. Build an intelligent system that can interact with human using natural language. Peter Congdon, Queen Mary University of London, School of Geography & Life Sciences Institute. Outline. Background. Bayesian approaches: advantages/cautions. Bayesian Computing, Illustrative . BUGS model, Normal Linear . C. ontents:. Phases of matter. Changing phase. Latent heat. Graphs of phase change. Whiteboard. Graph whiteboards. 4 Phases of Matter. TOC. Solid. Crystalline/non crystalline. Liquid. Greased marbles. Heat a boiling tube of wax to a high temperature and as it cools note the . temperature every minute.. Plot a graph of temperature against time.. Results. Time . (min). 1. 2. 3. 4. 5. 6. 7. 8. 9. Temp. Analysis. . for Lexical Semantics . and . Knowledge Base Embedding. UIUC 2014 . Scott Wen-tau . Yih. Joint work with. Kai-Wei . Chang, Bishan Yang, . Chris Meek, Geoff Zweig, John Platt. Microsoft Research. A Practically Fast Solution for . an . NP-hard Problem. Xu. Sun (. 孫 栩. ). University of Tokyo. 2010.06.16. Latent dynamics workshop 2010. Outline. Introduction. Related Work & Motivations. Our proposals. Jacob Bigelow, April Edwards, Lynne Edwards. Ursinus. College. Motivation for using LSI. Latent Semantic Indexing is thought to bring out the latent semantics amongst a corpus of texts. Breaks a term by document matrix down and reduces the sparseness adding values that represent relationships between words. Latent Classes. A population contains a mixture of individuals of different types (classes). Common form of the data generating mechanism within the classes. Observed outcome y is governed by the . common process . Alan Nicewander. Pacific Metrics. Presented at a conference to honor . Dr. Michael W. Browne of the Ohio State University, September 9-10, 2010 . Using the factor analytic version of item response (IRT) models, . Analysis. . . Kai-Wei Chang. Joint work with. . Scott Wen-tau . Yih, Chris Meek. Microsoft Research. Natural Language Understanding. Build an intelligent system that can interact with human using natural language. Friday 2. nd. December 2016. Eamon McCrory PhD . DClinPsy. Director of Postgraduate Studies, Anna Freud National Centre for Children and Families. Professor of Developmental Neuroscience & Psychopathology, UCL .