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Niranjan Balasubramanian
Graduate Student Department of Computer Science University of Massachusetts Amherst niranjan at cs dot umass dot edu |
I am interested in understanding the impact of system constraints on information retrieval from mobile phones.
For instance, energy consumption of network activity is a key constraint on mobile phones and has a direct impact on web search which is essentially an interactive network application [IMC 2009].
Sentence Retrieval
Idetifying sentences that contain overlapping information is useful for several natural language applications such as Text Reuse Detection, Multi-Document Summarization, and Novelty Detection. I explored retrieval of restatements as a sentence retrieval task, comparing statistical approaches [SIGIR 2007] and proposed effective syntactic query models in a language modeling framework [SPIRE 2009].
Automatic Topic Pages
As an alternative to the standard ten blue links for presenting search results, I explored automatically generating topic pages which present information on diverse aspects pertaining to the topic [CIKM 2009].
1. Balasubramanian, N., Balasubramanian, A., Venkataramani, A., Energy Consumption in Mobile Phones: A Measurement Study and Implications for Network Applications. To appear in the Proceedings of the Internet Measurement Conference 2009.
2. Balasubramanian, N., and Allan, J., Syntactic Query Models for Restatement Retrieval. In the Proceedings of String Processing and Information Retrieval Symposium, Saariselka, Finland, August 25-27 2009.
3. Balasubramanian, N. and Cucerzan, S., Automatic Generation of Topic Pages using Query-based Aspect Models, a short paper to appear in the Proceedings of the ACM Conference on Information and Knowledge Management, Hong Kong, 2009.
4. Balasubramanian, N., Allan, J. and Croft, W. B. , "A Comparison of Sentence Retrieval Techniques" a poster presentation at the 30th Annual International ACM SIGIR Conference (SIGIR-07) Amsterdam, Netherlands, July 23-27 2007
5. Yilmazel, O., Balasubramanian, N., Harwell , S.C. , Bailey, J., Diekema, A.R., Liddy, E.D., (2006) Text Categorization for Aligning Educational Standards. To appear in the Proceedings of the HICSS 2007, Hawaii.
6. Yilmazel, O., Symonenko, S., Balasubramanian, N., Liddy, E.D. (2006) Leveraging One-class SVM in Semantic Analysis for Anamalous Content Detection. To appear in Reid, E. (Ed) Terrorism Infomatics.
7. Yilmazel, O., Symonenko, S., Balasubramanian, N., Liddy, E.D. (2005) Improved Document Representation for Classification Tasks for the Intelligence Community in the Proceedings of the 2005 AAAI Spring Symposium Series.
8. Yilmazel, O., Symonenko, S., Balasubramanian, N., Liddy, E.D. (2005) Leveraging One-class SVM in Semantic Analysis for Anamalous Content Detection in the Proceedings of the 2005 IEEE International Conference on Intelligence and Security Informatics.