PPT-Structured Belief Propagation for NLP

Matthew R Gormley amp Jason Eisner ACL 15 Tutorial July 26 2015 1 For the latest version of these slides please visit httpwwwcsjhuedumrgbptutorial 2 Language has a lot going on at once . (Belief:) It is going to rain. So, (Belief:) The streets will get wet. When I say that this process an end, and that we can reach more specific conclusions about which actions we have an obligati . to . Probabilistic Information Processing:. Cluster Variation Method and Belief Propagation. Kazuyuki Tanaka. GSIS, Tohoku University, Sendai, Japan. http://www.smapip.is.tohoku.ac.jp/~kazu/. Collaborators. Morphology and the Lexicon. Mental Lexicon. What is the meaning of cat? Its pronunciation? Part of speech?. What is the meaning of . wug. ?. What is the meaning of . cluvious. ?. Compare . traftful. and . Recall:. Sound . waves are compression . waves.. Sound . requires a compressible . medium. Question:. Can sound propagate in a completely incompressible medium?. Can sound propagate in a vacuum?. Acoustic . Class Logistics. Quiz. Where is this quote from?. Dave Bowman. : Open the pod bay doors, HAL.. HAL. : I’m sorry Dave. I’m afraid I can’t do that.. Quiz Answer. “2001: A Space Odyssey” . 1968 film by Stanley Kubrick . REVISION FLASH CARDS . Natural. Veg. Prop. . 4 methods . Stem – runner (or stem tuber). Root- root tuber. Leaf – plantlets of Mother of Thousands. Bud – bulb . Modified . S. tem. Runner. Runner. Adames. , A. F., J. M. Wallace, and J. M. Monteiro, 2016: Seasonality of the structure and propagation characteristics of the MJO. . J. Atmos. Sci.. , . 73. , 3511–3526.. Introduction. the convective centers in the MJO shift seasonally toward the summer hemisphere, following the belt of highest sea surface temperature (SST). . A Constraint Propagation Perspective. Rina . Dechter. Bozhena. Bidyuk. Robert. Mateescu. Emma. Rollon. Distributed Belief Propagation. Distributed Belief Propagation. 1. 2. 3. 4. 4. 3. 2. 1. 5. 5. 5. S . -> NP VP. NP -> DT N | NP PP. PP -> PRP NP. VP -> V NP | VP PP. DT -> 'a' | 'the'. N -> 'child' | 'cake' | 'fork'. PRP -> 'with' | 'to'. Jimmy Lin. The . iSchool. University of Maryland. Wednesday, September 2, 2009. NLP. IR. About Me. Teaching Assistant: . Melissa Egan. CLIP. About You (pre-requisites). Must be interested in NLP. Must have strong computational background. Andrew . Frank 11/02/2009. Joint work with . Alex Ihler and Padhraic Smyth. TexPoint fonts used in EMF. . Read the TexPoint manual before you delete this box.: . A. Graphical Models. Nodes represent random variables.. Biomedical Informatics. UC San Diego. October 13, 2016. Chunnan Hsu. Ramana. . Seerapu. Scott Duvall. Olga Patterson. Hua Xu. Michael Matheny. Glenn . Gobbel. Tsung. -Ting . Kuo. Current members. The NLP working group is tasked to accurately extract phenotypes for three clinical conditions: Kawasaki Disease (KD), Weight Management / Obesity (WM/O), and Congestive Heart Failure (CHF), from tens of millions of clinical notes shared by participating institutes in . Matthew R. Gormley & Jason Eisner. ACL ‘15 Tutorial. July 26. , 2015. 1. For the latest version of these slides, please visit:. http://www.cs.jhu.edu/~mrg/bp-tutorial/. . 2. Language has a lot going on at once . Dan Jurafsky. Stanford University. Spring 2020 . Introduction and Course Overview. Thanks to . Tsvetkov. and Black course . for ideas and slides!. How should we use NLP for good and not for bad?. The common misconception is that language has to do with .