Topic 8: Mathematical Models

#Subtopics 2
Associated Papers TBA
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AAN Papers

TitleAuthorDateURL

Tutorials

TitleAuthorYearUrl
Dual Decomposition for Natural Language Processing Alexander M. Rush and Michael Collins 2011 http://www.aclweb.org/anthology/P11-5006
Integer Linear Programming in NLP Constrained Conditional Models Ming-Wei Chang, Nick Rizzolo, Dan Roth 2010 http://l2r.cs.illinois.edu/~danr/Talks/ILP-CCM-Tutorial-NAACL10.pdf
A Tutorial on Graph-based Semi-Supervised Learning Algorithms for NLP Amarnag Subramanya, Partha Pratim Talukdar 2012 http://graph-ssl.wdfiles.com/local--files/blog%3A_start/graph_ssl_acl12_tutorial_slides_final.pdf
Inductive Semi-supervised Learning with Applicability to NLP Anoop Sarkar and Gholamreza Haffari 2016 https://www.cs.sfu.ca/~anoop/papers/pdf/semisup_naacl.pdf
ACL 2008: Semi-supervised Learning Tutorial John Blitzer and XiaojinZhu 2008 http://pages.cs.wisc.edu/~jerryzhu/pub/acl08tutorial.pdf
Linear Programming Decoders in NLP: Integer Programming, Message Passing, Dual Decomposition Andre Martins 2014 http://www.cs.cmu.edu/~afm/Home_files/emnlp2014tutorial.pdf
Spectral Learning Techniques for Weighted Automata, Transducers, and Grammars Borja Balle, Ariadna Quattoni, Xavier Carreras 2014 http://emnlp2014.org/tutorials/10_notes.pdf
Spectral Algorithms for Latent Variable Models Part II: Dynamical Systems Byron Boots 2012 https://www.cs.cmu.edu/~ggordon/spectral-learning/boots-slides.pdf
Spectral Learning Part I Geoff Gordon 0 https://www.cs.cmu.edu/~ggordon/spectral-learning/ggordon-slides.pdf
Spectral Learning Algorithms for Natural Language Processing Shay Cohen, Michael Collins, Dean Foster, Karl Stratos, and Lyle Ungar 2013 http://www.aclweb.org/anthology/N13-4005
Inductive Semi-supervised Learning with Applicability to NLP Anoop Sarkar and Gholamreza Haffari 2015 https://www.cs.sfu.ca/~anoop/papers/pdf/semisup_naacl.pdf
Spectral Algorithms for Latent Variable Models Part III: Latent Tree Models Le Song 2012 URL Unknown
Spectral Learning Algorithms for Natural Language Processing Shay Cohen, Michael Collins, Dean Foster, Karl Stratos and Lyle Ungar 2013 http://www.cs.columbia.edu/~scohen/naacl13tutorial/naacl13tutorial-slides.pdf

Non AAN Papers

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Lectures

TitleLecturerDateURL

Assignments

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Corpara

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Libraries

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Surveys

TitleAuthorDateURL
Semi-Supervised Learning and Domain Adaptation in Natural Language Processing Anders Søgaard 2013 http://www.morganclaypool.com/doi/pdf/10.2200/S00497ED1V01Y201304HLT021

NACLO Problems

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