Research Interests

I am broadly interested in all aspects of machine learning and natural language processing.
I want to know

  • How do children learn language without almost any direct supervision?
    How can we replicate this capability in machines?

  • How can we scale up our capacity of processing very large volumes of data
    by avoiding repetition of computations across multiple instances?

Publications

Referred Conference Publications

Chen-tse Tsai, Gourab Kundu, Dan Roth, Concept-Based Analysis of Scientific Literature, Conference on Information and Knowledge Management (CIKM), 2013

Gourab Kundu*, Vivek Srikumar*, Dan Roth, Margin based Decomposed Amortized Inference, Annual Meeting of Association of Computational Linguistics (ACL), 2013 Poster

Vivek Srikumar*, Gourab Kundu*, Dan Roth, On Amortizing Inference Cost for Structured Prediction, Empirical Methods on Natural Language Processing (EMNLP)2012 Poster

Gourab Kundu, Dan Roth, Adapting Text instead of the Model : An Open Domain Approach, International Conference on Computational Natural Language Learning (CoNLL), Portland, 2011. (BEST STUDENT PAPER AWARD)

Gourab Kundu, Ming-wei Chang, Dan Roth, Prior Knowledge Driven Domain Adaptation, ICML Workshop on Combining Learning Strategies to Reduce Label Cost, Seattle, 2011

Gourab Kundu, Rajhans Samdhani, Dan Roth, Constrained Conditional Models for Information Fusion, International Conference on Information Fusion, Chicago, 2011

Mark Sammons, V.G.Vinod Vydiswaran, Tim Vieira, Nikhil Johri, Ming-Wei Chang, Dan Goldwasser, Vivek Srikumar, Gourab Kundu, Yuancheng Tu, Kevin Small, Joshua Rule, Quang Do, Dan Roth, Relation Alignment for Textual Entailment Recognition, TAC 2009 Workshop, Maryland, USA Poster Presentation

Gourab Kundu, Md. Monirul Islam, Sirajum Munir, Md. Faizul Bari, ACN: An Associative Classifier with Negative Rules, IEEE Conference on Computational Science and Engineering, Sau Paulo, 2008

Gourab Kundu, Sirajum Munir, Md. Faizul Bari, Md. Monirul Islam, A Novel Algorithm for Associative Classification, International Conference on Neural Information Processing, Japan, 2007

Sadique Islam, Sanjoy Dey, Gourab Kundu, Md. Latiful Haque, A Solution to the Security Issues of an E-Government Procurement System, International Conference on Electrical and Computer Engineering, IEEE Computer Society Press, Bangladesh, 2008

* These authors contributed equally to this work.

Journal Publications

Rifat Shahriyar, Md. Faizul Bari, Gourab Kundu, Sheikh Iqbal Ahamed and Md. Mostofa Akbar, Intelligent Mobile Health Monitoring System, International Journal of Control and Automation, vol.2,No. 3

Technical Reports

Gourab Kundu, Dan Roth, Teaching with Examples in a Real Environment, Computer Science Research and Technical Reports, University of Illinois (2013)

Gourab Kundu, Ming-wei Chang, Dan Roth, ChengXiang Zhai, A New Framework for Domain Adaptation without Model Retraining, Computer Science Research and Technical Reports, University of Illinois (2013)

Gourab Kundu, A Wikipedia based Algorithm for Online Adaptation of a Syntactic Parser, Computer Science Research and Technical Reports, University of Illinois (2013)