RESEARCH PUBLICATIONS
Journal Articles:
Colin Gross, Chandan K. Reddy and Frank B. Dazzo,“ CMEIAS Color Segmentation: a New Software Tool to Facilitate the Editing of Complex Color Images for Quantitative In Situ Studies of Microbial Ecology”, (in submission).
Chandan K. Reddy, Hsiao-Dong Chiang and Bala Rajaratnam,“TRUST-TECH based Expectation Maximization for Learning Finite Mixture Models”, IEEE Transactions on Pattern Analysis and Machine Intelligence, Vol.30 , No.7, pp. 1146-1157, July 2008. [PDF]
Chandan K. Reddy, Yao-Chung Weng and Hsiao-Dong Chiang, “Refining Motifs by improving Information Content Scores using Neighborhood Profile Search”,
(Invited paper) BMC Algorithms for Molecular Biology, Vol. 1, No. 23, November 2006.
[PDF]
Chandan K. Reddy and Hsiao-Dong Chiang, “A Stability Boundary based Method for Finding Saddle Points on Potential Energy Surfaces”, Journal of Computational Biology, Vol. 13, No.3, pp. 745-766, April 2006. [PDF]
Chandan K. Reddy and Frank B. Dazzo, “Computer-Assisted Segmentation of Bacteria in Color Micrographs”, Journal of Microscopy and Analysis, John Wiley & Sons publishers, Vol. 18, No.5, pp.5-7, September 2004. [PDF]
Conference / Workshop Papers:
Snehal Pokharkar and Chandan K. Reddy, “Identifying Information-Rich Subspace Trends in High-Dimensional Data”, In Proceedings of SIAM International Conference on Data Mining (SDM), Sparks, NV, April 2009. [PDF]
Chandan K. Reddy and Jin-Hyeong Park, “Multi-Resolution Boosting for Classification and Regression”, In Proceedings of Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD), Bangkok, Thailand, April 2009. [Oral Presentation; Acceptance rate: 11.5%][PDF]
Chandan K. Reddy and Bala Rajaratnam, “Component-wise Parameter Smoothing for Learning Mixture Models”, In Proceedings of the International Conference on Pattern Recognition (ICPR), Tampa, FL, December 2008. [Oral Presentation; Acceptance rate: 18%][PDF]
Yazhene Krishnaraj and Chandan K. Reddy, “Boosting methods for Protein Fold Recognition: An Empirical Comparison”, In Proceedings of IEEE International Conference on BioInformatics and BioMedicine (BIBM), Philadelphia, PA, November 2008. [PDF]
Chandan K. Reddy and Fahima A. Bhuyan, “Retrieval and Ranking of Biomedical Images using Boosted Haar Features”, In Proceedings of International Conference on BioInformatics and BioEngineering (BIBE), Athens, Greece, October 2008. [PDF]
Chandan K. Reddy, Snehal Pokharkar and Tin Kam Ho, “Generating Hypotheses of Trends in High-Dimensional Data Skeletons”, In Proceedings of IEEE Symposium on Visual Analytics Science and Technology (VAST), Columbus, OH, October 2008. [PDF]
Mary Helander, Rick Lawrence, Yan Liu, Claudia Perlich, Chandan Reddy and Saharon Rosset, “Looking for Great Ideas: Analyzing the Innovation Jam”, In Proceedings of the ACM SIGKDD Workshop on Web Mining and Social Network Analysis (WEBSNAKDD), August, 2007. [PDF]
Jin-Hyeong Park and Chandan K. Reddy “Scale-space based boosting for weak regressors”, In Proceedings of European Conference on Machine Learning, (ECML), pp. 666-673, Warsaw, Poland, September 2007. [PDF]
Hsiao-Dong Chiang and Chandan K. Reddy “TRUST-TECH based Neural Network Training”, In proceedings of International Joint Conference on Neural Networks (IJCNN), pp. 90-95, Orlando, FL, August 2007. [PDF]
Chandan K. Reddy, Hsiao-Dong Chiang and Bala Rajarathnam, “Stability Region based Expectation Maximization for Model-based Clustering”, In proceedings of the IEEE/ACM International Conference on Data Mining (ICDM), Hong Kong, December 2006. (Acceptance Rate is 9.4%) [PDF]
Chandan K. Reddy, Yao-Chung Weng and Hsiao-Dong Chiang, “Motif Refinement using Hybrid Expectation Maximization based Neighborhood profile Search”, In Proceedings of the 6th ACM SIGKDD Workshop on Data Mining in Bioinformatics (BIOKDD), August, 2006. [PDF]
Chandan K. Reddy and Hsiao-Dong Chiang, “Finding saddle Points using stability Boundaries”, Proceedings of ACM Symposium on Applied Computing, Bioinformatics Track, Santa Fe, New Mexico, March 2005. [PDF]
Chandan K. Reddy, George C. Stockman, Jannick P. Rolland and Frank A. Biocca, “Mobile Face Capture for Virtual Face videos”, Proceedings of First IEEE workshop on Face Processing in video, Washington D.C., June 2004. [PDF]
Frank Biocca, Jannick Rolland, Geraud Plantagenest, Chandan Reddy, Charles Owen, Weimin Mou, Chad Harms and Arthur Tang, “Mobile Infospaces and Teleportals: Design and Measurement approaches to Social and Information Awareness in Augmented Reality Systems” (Invited Paper), Proceedings of 10th International Conference on Human-Computer Interaction, Crete, Greece, June 22-27, 2003.
Chandan K. Reddy and Alejandro B. Terrazas, “Novel information theoretic and Bayesian approach for fMRI data analysis”, in Proceedings of Medical Imaging 2003: SPIE Vol. 5031, PP San Diego, CA, February 2003. [PDF]
Chandan K. Reddy, Feng-I Liu, Frank B. Dazzo, “Semi-automated segmentation of microbes in color images”, in Proceedings of SPIE-IS&T Electronic Imaging, SPIE Vol. 5008, PP 548-559, Santa Clara, CA, January 2003. [PDF]
Book Chapters:
Chandan K. Reddy and Bala Rajaratnam,“ Theory and Practice of Expectation Maximization Algorithm”, in Encyclopedia of Data Warehousing and Mining, 2nd Edition, 2008.
Chandan K. Reddy, Yao-Chung Weng and Hsiao-Dong Chiang, “Neighborhood Profile Search for Motif Refinement”, in Machine Learning for Bioinformatics, Yan-Qing Zhang and Jagath C. Rajapakse (eds.), John Wiley & Sons, 2007.
Patents Filed:
Wei Zhang, Adrian Barbu, Simone Prummer, Martin Ostermeier, Chandan Reddy and Dorin Comaniciu, “System and Method for Coronary Digital Subtraction Angiography”, August 2007. Application No. 11/779,405, Proprietor: Siemens Corporate Research.
Naoki Abe, James J. Bennett, David L. Jensen, Richard D. Lawrence, Prem Melville, Edwin P. D. Pednault, Cezar Pendus, Chandan K. Reddy, Vincent P. Thomas, “Method and System for Debt Collection Optimization”, May 2007. Application No. 11/743,293, Proprietor: IBM Research.
Frank Biocca, Jannick Rolland, George Stockman, Chandan Reddy, Miguel Villanueva, “Mobile Face Capture and Processing System”, July 2004. Application No. 20050083248, Proprietor: Michigan State University.
Technical Reports:
Chandan K. Reddy, “TRUST-TECH based Methods for Optimization and Learning”, PHD Thesis, Cornell University, February 2007. [PDF][PPT Slides]
Chandan K. Reddy and Hsiao-Dong Chiang, “Stability Region based Methods for Learning and Discovery”, Cornell University Technical Report, TR2006-2068, January 2007. [PDF]
Hsiao-Dong Chiang and Chandan K. Reddy, “TRUST-TECH based Training for Neural Networks”, Cornell University Technical Report, TR2006-2058, November 2006. [PDF]
Chandan K. Reddy, “A Non-obtrusive Head Mounted Face Capture System”, Master’s Thesis, Dept. of Computer Science & Engineering, Michigan State University, August 2003. [PDF][PPT Slides]
Last Updated: July 31, 2008 Copyright © 2008 Chandan Reddy, All Rights Reserved.