Selected Publications from 2005

     (Other publications)

Data Mining and Web Analysis

  1. K. Punera and J. Ghosh, "CLUMP: A Scalable and Robust Framework for Structure Discovery", Proc. Fifth IEEE International Conference on Data Mining (ICDM), November 27-30, 2005, pp. 757-760 pdf 

  2. Arindam Banerjee, Srujana Merugu, Inderjit S. Dhillon, Joydeep Ghosh,"Clustering with Bregman Divergences", Journal of Machine Learning Research, 6(Oct):1705-1749, 2005. abs  pdf 

  3. Srujana Merugu and Joydeep Ghosh,"A distributed learning framework for heterogeneous data sources",Proceeding of the eleventh ACM SIGKDD international conference on Knowledge Discovery in Data Mining, Chicago, Illinois, USA, pp: 208 - 217 pdf 

  4. Suju Rajan, Kunal Punera and Joydeep Ghosh, "A Maximum Likelihood Framework for Integrating Taxonomies", Proc. of the 20th National Conference on Artificial Intelligence, AAAI-05, Pittsburgh,USA pdf 

  5. Suju Rajan and Joydeep Ghosh, "Exploiting Class Hierarchies for Knowledge Transfer in Hyperspectral Data", In N.C. Oza, R. Polikar, J. Kittler and F. Roli editors, Multiple Classifier Systems, pages 417-428, LNCS Vol.3541, Springer 2005 pdf 

  6. A. Banerjee, C. Krumpelman, S. Basu, R. Mooney, and J. Ghosh, "Model-based Overlapping Clustering", Proceedings of International Conference on Knowledge Discovery and Data Mining (KDD) 2005. pp. 532-537 pdf 

  7. Y. Chen, M.M. Crawford, and J. Ghosh, "Applying Nonlinear Manifold Learning to Hyperspectral Data for Land Cover Classification", International Geoscience and Remote Sensing Symposium, July 2005 pdf 

  8. G. Gupta and J. Ghosh, "Robust One-Class Clustering Using Hybrid Global and Local Search", ICML 2005, August 7-11, 2005, Bonn, Germany, pp. 273-280 pdf 

  9. Arindam Banerjee, Inderjit S. Dhillon, Joydeep Ghosh, Suvrit Sra, "Clustering on the Unit Hypersphere using von Mises-Fisher Distributions", JMLR 6(Sep):1345--1382, 2005 abstract  pdf 

  10. Shi Zhong and Joydeep Ghosh, "Generative model-based document clustering: a comparative study", Knowledge and Information Systems, Feb 2005 pdf