Topic 5: Classification

#Subtopics 4
Associated Papers TBA
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AAN Papers

TitleAuthorDateURL

Tutorials

TitleAuthorYearUrl
State-of-the-Art Kernels in Natural Language Processing Alessandro Moschitti 2012 http://disi.unitn.it/moschitti/material/ACL2012-Tutorial.Moschitti.pdf
Introduction to Classification: Likelihoods, Margins, Features, and Kernels Dan Klein 2007 https://people.eecs.berkeley.edu/~klein/papers/classification-tutorial-naacl2007.pdf
Max-Margin Methods for NLP: Estimation, Structure and Applications Dan Klein and Ben Taskar 2005 https://people.eecs.berkeley.edu/~klein/papers/max-margin-tutorial.pdf
An Idiot's guide to Support vector machines (SVMs) Robert Berwick 2003 http://web.mit.edu/6.034/wwwbob/svm-notes-long-08.pdf
Machine Learning Methods in Natural Language Processing Michael Collins 2003 http://www.cs.columbia.edu/~mcollins/papers/tutorial_colt.pdf
Morphological language classification Gerhard Jager 0 http://www.sfs.uni-tuebingen.de/~gjaeger/lehre/ws0910/languagesOfTheWorld/morphologicalTypology.pdf

Non AAN Papers

TitleAuthorDateURL

Lectures

TitleLecturerDateURL
Classification and kNN 1 Dragomir Radev 2016 http://clair.eecs.umich.edu/aan/595/511.pdf
Classification and kNN 2 Dragomir Radev 2016 http://clair.eecs.umich.edu/aan/595/512.pdf
Generative vs. Discriminative Models Dragomir Radev 2016 http://clair.eecs.umich.edu/aan/595/513.pdf
Perceptron: Discriminative Classifier Dragomir Radev 2016 http://clair.eecs.umich.edu/aan/595/515.pdf
Logistic Regression Dragomir Radev 2016 http://clair.eecs.umich.edu/aan/595/516.pdf
Examples of Text Classification Dragomir Radev 2016 http://clair.eecs.umich.edu/aan/595/542.pdf
Feature Selection Dragomir Radev 2016 http://clair.eecs.umich.edu/aan/595/543.pdf
Practical Issues of Text Classification Dragomir Radev 2016 http://clair.eecs.umich.edu/aan/595/545.pdf
Evaluation of Text Classification Dragomir Radev 2016 http://clair.eecs.umich.edu/aan/595/544.pdf

Assignments

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Corpara

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Libraries

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Surveys

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NACLO Problems

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