Edit Natural Language

Editing Hints
*link to an internal page*
*http://www.externalSite.com/*

!heading
-bulleted
-list
#numbered
#list
+ ("add to the page" field)
_ (horizontal bar)

<?plug-in?> (more...)
bold
italics
underline
<code>programming code</code>
<html>imported HTML</html>

Title:

Natural Language is one of the crucial aspects of human intelligence that has been studied extensively in Artificial Intelligence Research. In recent years, there has been a resurgence in research in language understanding and processing fueled by technologies such as search, question answering and interactive drama.

What is all the excitement about? How do we make computers interpret human language, how does it work, how is it applied, what research is ongoing to improve it? We'll discuss a range of topics such as representation, acquisition, syntax, semantics and different learning methods for the same. The class will be run as a senior undergraduate / graduate research class, with a mix of lectures, paper readings, in-class discussions, and hands-on projects.

Recommended Texts (Optional):
- <a href="http://mitpress.mit.edu/catalog/item/default.asp?ttype=2&tid=3953">Understanding Language Understanding: Computational Models of Reading</a> Edited by Ashwin Ram and Kenneth Moorman
- Natural Language Understanding. Benjamin/Cummings, 2ed, James Allen.

Projects:
- Sep 18: Project 1 due : <a href="http://home.cc.gatech.edu/ccl/uploads/63/NL_Assignment1.pdf">Assignment 1</a> (2 weeks) (*Solutions*)
- Oct 1: *Term Project brainstorm* open
- Oct 5: Project 2 due : <a href="http://home.cc.gatech.edu/ccl/uploads/63/nl_hw2.1.pdf">Assignment 2</a> (2 weeks) (*Solutions*)
- Oct 6: *Term Project teaming>Term Project brainstorm* open
- Oct 18: Term Project proposal due
- Nov 4: Term Project 1st milestone due (2 weeks)
- Nov 20: Term Project 2nd milestone due (3 weeks)
- Nov 25 - Dec 4: Term Project presentations
- Dec 11: Term Project final paper due (including final milestones and project submission)

Project Paper Template: <a href="http://home.cc.gatech.edu/ccl/uploads/63/AAMAS2008Template.doc">doc</a>
Class Blog: *http://fall08nlgt.blogspot.com*

!Schedule:

<tr><td width=50%>Foundations</td><td width=50%>Foundations</td></tr>

<tr>
<td>Tue Aug 19Introduction</td>
<td>Thu Aug 21Introduction</td>
</tr>

<tr><td>Foundations</td><td>Foundations</td></tr>

<tr>
<td>Tue Aug 26
Paper 1: Scripts, Plans, Goals, and Understanding: An Inquiry into Human Knowledge Structures (Ch 1-2)
Authors: Robert P Abelson, Roger C Schank <a href="http://home.cc.gatech.edu/ccl/uploads/63/schank_ch1.pdf">ch1</a>
<a href="http://home.cc.gatech.edu/ccl/uploads/63/schank_ch2.pdf">ch2</a> 

Presentation: Anupreet Walia <a href="http://www.cc.gatech.edu/~anupreet/Presentation-Schank.pdf"> ppt </a> 
Critique: Anushree Venkatesh <a href="http://www.cc.gatech.edu/~anushree/Critique.pdf"> ppt </a> 

Paper 2: Language Analysis and Understanding, in Survey of the State of the Art in 
Human Language Technology (1997) Section 3.1, 3.2, 3.6, 3.7 
<a href="http://www.lt-world.org/HLT_Survey/ltw-chapter3-all.pdf">ch 3</a> 

Presentation: Sneha Chandrababu 
Critique: Gagan Malik 
</td>

<td>Thu Aug 28
Paper 1: Natural Language Processing in Information Retrieval, Google inc. 
Author: Thorsten Brants
<a href="http://www.cnts.ua.ac.be/clin2003/proc/03Brants.pdf">pdf</a>
 

Presentation: Steven Crain <a href="http://www.cc.gatech.edu/~scrain6/Brant2004.pdf">pdf</a> 
Critique: Anupreet Walia <a href="http://www.cc.gatech.edu/~anupreet/Critique_Brants.pdf"> Critique </a> 

Paper 2: Ontologies in Support of Problem Solving, In
 Staab, S. and Studer, R., editor, Handbook on Ontologies in Information
 Systems, International Handbooks on Information Systems. Springer, In press.
 
Authors: M. Crubezy and M. A. Musen
<a href="http://citeseer.ist.psu.edu/rd/0%2C579135%2C1%2C0.25%2CDownload/http://citeseer.ist.psu.edu/cache/papers/cs/27737/http:zSzzSzwww-smi.stanford.eduzSzpubszSzSMI_ReportszSzSMI-2003-0957.pdf/ontologies-in-support-of.pdf"> pdf</a>

Presentation: Alejandro Dominguez 
Critique: Purna Mehta 
</td>
</tr>

<tr><td>Language Models</td><td>Parsing</td></tr>

<tr>
<td>Tue Sep 2
Paper 1: A study of smoothing methods for language models applied to ad hoc information retrieval, In 24th ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'01), 2001. 
Authors: C. Zhai and J. Lafferty
<a href="http://www.aladdin.cs.cmu.edu/papers/pdfs/y2001/smooth.pdf"> pdf</a>

Presentation:Anushree Venkatesh <a href="http://www.cc.gatech.edu/~anushree/PresentationSep2.pdf"> pdf </a> 
Critique: Nicholas Marquez 

Paper 2: A language modeling approach to predicting reading difficulty. In Proceedings of the HLT/NAACL 2004 Conference. Boston. 
Authors: K. Collins-Thompson and J. Callan 
<a href="http://www.cs.cmu.edu/~callan/Papers/hlt04-kct.pdf"> pdf</a>
 


Presentation: Neha Deodhar 
Critique: Anupreet Walia <a href="http://www.cc.gatech.edu/~anupreet/Critique_Callan.pdf"> Critique </a> 
</td>

<td>Thu Sep 4
Paper 1: Grammars and Parsing (Chapter 3) 
Author: James Allen <a href="http://home.cc.gatech.edu/ccl/uploads/63/allen_ch3.1.pdf"> PDF</a> 

Presentation: Travis Gockel <a href="http://www.prism.gatech.edu/~tgockel3/grammars-and-parsing.pptx">PPT</a> 
Critique: Alejandro Dominguez 

Paper 2: Features and Augmented Grammars (Chapter 4) 
Author: James Allen <a href="http://home.cc.gatech.edu/ccl/uploads/63/allen_ch4.pdf"> PDF</a>

Presentation: Anupreet Walia <a href="http://www.cc.gatech.edu/~anupreet/Presentation-Allan.pdf"> ppt </a> 
Critique: Anushree Venkatesh<a href="http://www.cc.gatech.edu/~anushree/CritiqueSep4.pdf"> pdf </a> 
</td></tr>

<tr><td>Parsing</td><td>Parsing</td></tr>

<tr>
<td>Tue Sep 9

Paper 1: Generating Typed Dependency Parses from Phrase Structure Parses. 5th International Conference on Language Resources and Evaluation (LREC 2006), pp. 449-454.

Author: Marie-Catherine de Marneffe, Bill MacCartney, and Christopher D. Manning
<a href="http://nlp.stanford.edu/pubs/LREC06_dependencies.pdf"> pdf</a>

Presentation: Sneha Chandrababu 
Critique: Neha Deodhar

Paper 2: A robust parsing algorithm for link grammars. Proceedings of the Fourth International Workshop on Parsing Technologies, Prague, September, 1995
Authors: Dennis Grinberg, John Lafferty and Daniel Sleator. 1995.
<a href="http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.33.937&rep=rep1&type=pdf"> pdf</a>

Presentation: Madhav Deshpande 
Critique: Aninda Ray 
</td>

<td>Thu Sep 11
Paper 1: Sentence Processing in Understanding: Interaction and Integration of Knowledge Sources 
Authors: Kavi Mahesh, Kurt P. Eiselt, and Jennifer K. Holbrook <a href="http://home.cc.gatech.edu/ccl/uploads/63/ulu_ch3.pdf"> PDF</a> 

Presentation: Aninda Ray 
Critique: Nitisha Warkari 

Paper 2: Computing Semantic Similarity between Skill Statements for Approximate Matching , HLT-NAACL 2007.
Authors: Pan, Feng, Farrell, Robert 
<a href="http://www.aclweb.org/anthology-new/N/N07/N07-1072.pdf"> pdf</a>


Presentation: Alejandro Dominguez 
Critique: Mugdha Jamsandekar 
</td>
</tr>

<tr><td>Ambiguity Resolution</td><td>Knowledge Representation</td></tr>

<tr>
<td>Tue Sep 16
Paper 1: Unsupervised word sense disambiguation rivaling supervised methods. ACL 95
Author: David Yarowsky
<a href="http://citeseerx.ist.psu.edu/viewdoc/download?doi=10.1.1.45.5723&rep=rep1&type=pdf"> pdf</a>

Presentation: Ruchir Gupta 
Critique: Ajay Choudhari 

Paper 2: Scaling to Very Very Large Corpora for Natural Language Disambiguation. ACL 2001 
Authors: Michele Banko and Eric Brill
<a href="http://acl.ldc.upenn.edu/P/P01/P01-1005.pdf"> pdf</a>

Presentation: Ajay Choudhari 
Critique: Nihar Gadkari 
</td>

<td>Thu Sep 18
Paper 1: Capturing the Contents of Complex Narratives

Authors: Eric Domeshek, Eric Jones, and Ashwin Ram <a href="http://home.cc.gatech.edu/ccl/uploads/63/ulu_ch4.pdf"> PDF</a>

Presentation: Bryan Wiltgen 
Critique: Travis Gockel <a href="http://www.prism.gatech.edu/~tgockel3/narrative-contents-critique.pdf">PDF</a> 

Paper 2: Methodologies for the Reliable Construction of Ontological Knowledge
Author: Eduard Hovy
<a href="http://www.isi.edu/natural-language/people/hovy/papers/05ICCS-ontol-methods-hovy.pdf"> pdf</a>


Presentation: Nitin Kumar 
Critique: Akshay Phadke 
</td>
</tr>

<tr><td>Semantics</td><td>Semantics</td></tr>

<tr>
<td>Tue Sep 23
Paper 1: A Connectionist Model of Narrative Comprehension 
Authors: Mark C. Langston, Tom Trabasso, and Joseph P. Magliano <a href="http://home.cc.gatech.edu/ccl/uploads/63/ulu_ch6.pdf"> PDF</a> 

Presentation: Samantha Misra 
Critique: Bryan Wiltgen

Paper 2: The Proposition Bank: An Annotated Corpus of Semantic Roles, Computational Linguistics , December, 2003. 
Authors: Martha Palmer, Dan Gildea, Paul Kingsbury
<a href="http://www.cs.rochester.edu/~gildea/palmer-propbank-cl.pdf"> pdf</a>


Presentation: Purna Mehta 
Critique: Steven Crain <a href="uploads/63/Palmer2003-Critique.pdf">pdf</a> 
</td>

<td>Thu Sep 25
Paper 1: Towards Robust Semantic Role Labeling, Computational Linguistics 
Authors: Sameer Pradhan, Wayne Ward and James H. Martin
<a href="http://www.cs.colorado.edu/~martin/Papers/towards-robust-srl.pdf"> pdf</a>
 


Presentation: Nihar Gadkari 
Critique: Chien-Ming Huang 

Paper 2: The Theory Underlying Concept Maps and How to Construct and Use Them , Technical Report IHMC CmapTools 
Authors: Joseph D. Novak & Alberto J. Ca�as
<a href="http://cmap.ihmc.us/Publications/ResearchPapers/TheoryUnderlyingConceptMaps.pdf"> pdf</a>

Presentation: Gagan Malik 
Critique: Travis Gockel<a href="http://www.prism.gatech.edu/~tgockel3/concept-maps-critique.pdf">PDF</a> 
</td>
</tr>

<tr><td>Semantics</td><td>Tagging and Shallow Parsing</td></tr>

<tr>
<td>Tue Sep 30
Paper 1: Semantic taxonomy induction from heterogenous evidence. Proceedings of COLING/ACL 2006, Sydney. (ACL Best Paper Award)
Authors: Rion Snow, Dan Jurafsky, and Andrew Y. Ng
<a href="http://nlp.stanford.edu/pubs/semtax_acl06.pdf"> pdf</a>


Presentation: Mugdha Jamsandekar 
Critique: Madhav Deshpande 

Paper 2: Learning concept hierarchies from text corpora using formal concept analysis , Journal of Artificial Intelligence Research, 2005
Authors: P Cimiano, A Hotho, S Staab
<a href="http://www.jair.org/media/1648/live-1648-2403-jair.pdf"> pdf</a>

Presentation: Bryan Wiltgen 
Critique: Nicholas Marquez 
</td>

<td>Thu Oct 2
Paper 1:Shallow Semantic Parsing using Support Vector Machiens 
Authors: Sameer Pradhan, Wayne Ward, Kadri Hacioglu, James H. Martin, Dan Jurafsky
<a href="http://www.stanford.edu/~jurafsky/hlt-2004-verb.pdf"> pdf</a>


Presentation: Neha Deodhar 
Critique: Akshay Phadke 

Paper 2: The Talent System: TEXTRACT Architecture and Data Model (2004), Natural Language Engineering 10 (3/4): 307�326. 
Authors: Mary S. Neff, Roy J. Byrd and Branimir K. Boguraev
<a href="http://home.cc.gatech.edu/ccl/uploads/63/TALENT.pdf"> PDF</a>

Presentation: Neha Kharsikar 
Critique: Gagan Malik 
</td>
</tr>

<tr><td>Retrieval</td><td>Memory</td></tr>

<tr>

<td>Tue Oct 7
Paper 1: Scaling Spreading Activation for Information Retrieval 
Authors: Anthony Francis, Mark Devaney, Juan Santamaria, Ashwin Ram 
<a href="http://www.cc.gatech.edu/faculty/ashwin/papers/er-01-01.pdf"> pdf</a>

Presentation: Ajay Choudhari 
Critique: Ajay Choudhari 

Paper 2: Modern Information Retrieval: A Brief Overview. In IEEE Data Engineering Bulletin 24(4), pages 35-43, 2001.
Author: Amit Singhal <a href="http://singhal.info/ieee2001.pdf"> pdf</a>

Presentation: Samantha Misra 
Critique: Vighnesh Venkatesan 
</td>

<td>Thu Oct 9
Paper 1: Retrieval from Episodic Memory by Inferencing and Disambiguation
Authors: Trent E. Lange and Charles M. Wharton
<a href="http://www.cc.gatech.edu/~ssahay/ch5_ulu.pdf"> pdf</a>

Presentation: Madhav Deshpande 
Critique: Nitisha 

Paper 2: A capacity theory of comprehension: Individual differences in working memory. Psychological Review, Vol 99(1), Jan 1992. pp. 122-149.
Authors: Just, Marcel A., Carpenter, Patricia A.
<a href="http://home.cc.gatech.edu/ccl/uploads/63/capacity.pdf"> PDF</a>

Presentation: Karan Mehra 
Critique: Neha Deodhar
 
</td>
</tr>

<tr><td></td><td>Comprehension</td></tr>

<tr>
<td>Tue Oct 14Fall Break</td>

<td>Thu Oct 16
Paper 1: The Acquisition of Reading Comprehension Skill, The Science of Reading: A Handbook, 2008 
Authors: Charles A. Perfetti, Nicole Landi, Jane Oakhill
<a href="http://home.cc.gatech.edu/ccl/uploads/63/Acquisition.pdf"> PDF</a>

Presentation: Karan Mehra 
Critique: Ruchir Gupta 

Paper 2: Recency preference in the human sentence processing mechanism , Cognition. 1996 Apr;59(1):23-59
Authors: Gibson E, Pearlmutter N, Canseco-Gonzalez E, Hickok G.
<a href="http://home.cc.gatech.edu/ccl/uploads/63/recency.pdf"> PDF</a>

Presentation: Aniket Patil
<a href="http://www.cc.gatech.edu/grads/a/aniketp/Presentation%201.pdf"> pdf</a> 
Critique: Sneha Chandrababu</td>
</tr>

<tr><td>Contextualization/Meta-reasoning</td><td>Novelty</td></tr>

<tr>
<td>Tue Oct 21
Paper 1: Three Computer-Based Models of Storytelling: 
BRUTUS, MINSTREL and MEXICA
Author: Rafael P�rez y P�rez, Mike Sharples

<a href="http://home.cc.gatech.edu/ccl/uploads/63/MEXICAKBS.pdf"> PDF</a>

Presentation: Nitisha Warkari 
Critique: Karan Mehra 

Paper 2: On the intersection of Story Understanding and Learning 
Authors: Michael T. Cox and Ashwin Ram <a href="http://home.cc.gatech.edu/ccl/uploads/63/ulu_ch11.pdf"> PDF</a>

Presentation: Akshay Phadke 
Critique: Samantha Misra</td>

<td>Thu Oct 23
Paper 1: Creativity in Reading: Understanding Novel Concepts 
Authors: Kenneth Moorman and Ashwin Ram <a href="http://home.cc.gatech.edu/ccl/uploads/63/ulu_ch10.pdf"> PDF</a> 

Presentation: Harikrishna<a href="http://www.cc.gatech.edu/~hnarayan/CreativityinReading.pdf">ppt</a> 
Critique: Bryan Wiltgen 

Paper 2: Story Planning as Exploratory Creativity: Techniques for Expanding the Narrative Search Space 
Authors: Mark Riedl and R. Michael Young
<a href="http://home.cc.gatech.edu/ccl/uploads/63/cc05.pdf"> pdf</a>

Presentation: Nicholas Marquez 
Critique: Aninda Ray 
</td>
</tr>

<tr><td>Summarization</td><td>Categorization/Extraction</td></tr>

<tr>
<td>Tue Oct 28
Paper 1: Single Document Summarization Using Natural Language Processing 
Authors: J. Jagadeesh and Vasudeva Varma <a href="http://home.cc.gatech.edu/ccl/uploads/63/289.pdf"> pdf</a> 

Presentation: Mugdha Jamsandekar 
Critique: Abhinav Karhu 

Paper 2: LexRank: Graph-based Lexical Centrality as Salience in Text Summarization ", Journal of Artificial Intelligence Research (JAIR) , 2004, 22:457-479
Authors: Gunes Erkan and Dragomir Radev
<a href="http://tangra.si.umich.edu/~radev/lexrank/lexrank.pdf"> pdf</a>

Presentation: Chien-Ming Huang 
Critique: Steven Crain <a href="uploads/63/erkan2004-critique.pdf">pdf</a>
 
</td>

<td>Thu Oct 30

Paper 1: Machine Learning in Automated Text Categorisation (1999)
Author: Fabrizio Sebastiani 
<a href="http://citeseerx.ist.psu.edu/viewdoc/download;jsessionid=96E2F6FBA4536DF2D8E6AF54B1E6B88A?doi=10.1.1.17.6513&rep=rep1&type=pdf"> pdf</a>
 

Presentation: Aninda Ray 
Critique: Vighnesh Venkatesan 

Paper 2: Discovering Semantic Biomedical Relations utilizing the Web , ACM Transactions on Knowledge Discovery from Data, 2(1):3, 2008 
Authors: Saurav Sahay, Sougata Mukherjea, Eugene Agichtein, Ernest Garcia, Sham Navathe and Ashwin Ram
<a href="http://home.cc.gatech.edu/ssahay/uploads/3/final%20tkdd%20version.pdf"> pdf</a>

Presentation: Nitin Kumar> 
Critique: Neha Kharsikar 
</td>
</tr>

<tr><td>Industrial Applications and Product Reviews</td><td>HealthCare 2.0/Enterprise 2.0</td></tr>

<tr>

<td>Tue Nov 4
Paper 1: Semantic Wave 2008 Report: Industry Roadmap to Web 3.0 & 
Multibillion Dollar Market Opportunities, Project10X
Author: Mills Davis
<a href="http://www.isoco.com/pdf/Semantic_Wave_2008-Executive_summary.pdf"> pdf</a>

Presentation: Neha Kharsikar 
Critique: Nitin Kumar 

Analysis of Powerset, Hakia and True Knowledge technologies

Presentation: Purna Mehta 
Critique: Aniket Patil
<a href="http://www.cc.gatech.edu/grads/a/aniketp/Presentation%202.pdf"> pdf</a> 

Analysis of 'News At Seven',FeedHub and Open Calais technologies

Presentation: Nitisha Warkari 
Critique: Harikrishna<a href="http://www.cc.gatech.edu/~hnarayan/product_critique.pdf"> ppt</a> 

 
</td>

<td>Thu Nov 6
Paper 1: The emerging Web 2.0 social software: an enabling suite of sociable technologies in health and health care education , Health Info Libr J. 2007 Mar;24(1):2-23
Authors: Kamel Boulos MN, Wheeler S
<a href="http://home.cc.gatech.edu/ccl/uploads/63/healthcare_article.pdf"> pdf</a>


Presentation: Aniket Patil <a href="http://www.cc.gatech.edu/grads/a/aniketp/Presentation%203.pdf"> pdf</a> 
Critique: Aniket Patil 

Paper 2: Semantic Search, WWW2003

Authors: R. Guha, Rob McCool and Eric Miller 
<a href="http://elvis.slis.indiana.edu/irpub/WWW/2003/pdf98.pdf"> pdf</a> 
 

Presentation: Chien-Ming Huang 
Critique: 
 
</td>
</tr>

<tr><td>Interactive Drama</td><td>Conversational Agents</td></tr>
<tr><td>Tue Nov 11
Paper 1: Natural Language Understanding in Fa�ade: 
Surface-text Processing, TIDSE 04
Authors: Michael Mateas, Andrew Stern 

<a href="http://home.cc.gatech.edu/ccl/uploads/63/facade.pdf"> pdf</a>

Presentation: Vighnesh Venkatesan 
Critique: Ruchir Gupta 

Paper 2: Interactive Storytelling with Literary Feelings, ACII 07 
Authors: David Pizzi, Fred Charles, Jean-Luc Lugrin and Marc Cavazza
<a href="http://home.cc.gatech.edu/ccl/uploads/63/feelings.pdf"> pdf</a>

Presentation: Abhinav Karhu 
Critique: Mugdha Jamsandekar
 
<td>Thu Nov 13
Paper 1: Cobot in LambdaMOO: A Social Statistics Agent, AAAI 2000
Authors: Charles Lee Isbell, Jr., Michael Kearns, Dave Kormann, Satinder Singh and Peter Stone
<a href="http://cobot.research.att.com/papers/cobot.pdf"> pdf</a>

Presentation: Harikrishna <a href="http://www.cc.gatech.edu/~hnarayan/cobot.pdf"> ppt </a> 
Critique: Madhav Deshpande 

Paper 2: EMERGING TECHNOLOGIES 
Bots as Language Learning Tools
Authors: Luke Fryer, Rollo Carpenter
<a href="http://home.cc.gatech.edu/ccl/uploads/63/emerging.pdf"> pdf</a>

Presentation: Akshay Phadke

Critique: Abhinav Karhu 

 
</td>
</tr>

<tr><td>Question Answering</td><td>Intelligent Interfaces/Personalization</td></tr>

<tr>
<td>Tue Nov 18
Paper 1: Structured Retrieval for Question Answering , Proceedings of the 30th Annual International ACM SIGIR Conference on Research & Development on Information Retrieval.
Authors: Bilotti, Matthew, Paul Ogilvie, Jamie Callan and Eric Nyberg
<a href="http://www.cs.cmu.edu/~mbilotti/pubs/Bilotti:SIGIR07.pdf"> pdf</a>

Presentation: Anushree Venkatesh 
Critique: Purna Mehta 

Paper 2: Finding the Right Facts in the Crowd: Factoid Question Answering over Social Media . WWW2008
Authors: Jiang Bian, Yandong Liu, Eugene Agichtein, Hongyuan Zha 
<a href="http://www2008.org/papers/pdf/p467-bianA.pdf"> pdf</a>

Presentation: Steven Crain <a href="uploads/63/Bian2008-presentation.pdf">pdf</a> 
Critique: Chien-Ming Huang 

 
</td>
<td>Thu Nov 20
Paper 1: User Interfaces and Visualization, a textbook chapter in Modern Information Retrieval, edited by Ricardo Baeza-Yates and Berthier Ribeiro-Neto
Author: Marti Hearst
<a href="http://people.ischool.berkeley.edu/~hearst/irbook/print/chap10.pdf"> pdf</a>

Presentation: Nihar Gadkari 
Critique: Samantha Misra 

 
Paper 2: Personalized Web Exploration with Task Models, WWW08
Authors: Jae-wook Ahn, Peter Brusilovsky, Daqing He, Jonathan Grady, Qi Li 
<a href="http://www2008.org/papers/pdf/p1-ahnA.pdf"> pdf</a>

Presentation: Abhinav Karhu 
Critique: Nitin Kumar 

</td>
</tr>

<tr><td>Term Project Work Time</td><td></td></tr>

<tr><td>Tue Nov 25
<td>Thu Nov 27
Thanksgiving Holiday
 
</td>
</tr>

<tr><td>Term Project Presentations</td><td>Term Project Presentations</td></tr>

<tr><td>Tue Dec 2
Project 2: PUN - Pun Understanding in NLP BY Anushree Venkatesh, Anupreet Walia, Ruchir Gupta

Project 3: Understanding Stories represented as Unstructured Data BY Sneha Chandrababu, Abhinav Karhu, Madhav Deshpande

Project 4: Lyrics based Music Recommendation System BY Neha Deodhar, Karan Mehra, Gagan Malik

Project 5: Medical conversation tagging BY Alejandro Dominguez

</td>

<td>Thu Dec 4
Project 1: Feature Based Product Summarization for Online Reviews BY Ajay Choudhari, Nihar Gadkari, Nitin Kumar, Purna Mehta

Project 2: Movie Recommendation System BY Aninda Ray, MUgdha Jamsandekar, Nitisha Warkari

Project 3: Book Summarization BY Steven Crain, Travis Gockel, Chien-Ming Huang, Alex Marquez, Bryan Wiltgen

Project 4: Stock Price Prediction BY Samantha Misra, Harikrishna, Vighnesh

</td></tr>

</table>
</html>

Menu

include menu content from parent

Last modified 18 January 2009 at 1:51 pm by c-98-242-75-156.hsd1.ga.comcast.net