Selected Publications from 2003

Data Mining and Web Analysis

1. S. Merugu and J. Ghosh, "Privacy-preserving distributed clustering using generative models", Proc. IEEE Int'l Conf. on Data Mining (ICDM03), Melbourne, FL, Nov 2003, pp. 211-218. pdf , ps.gz , ps 

2. S. Zhong and J. Ghosh, " A Unified Framework for Model-based Clustering", JMLR, 2003, pg: 1001-1037 abstract, pdf , ps.gz , ps 

3. S. Zhong and J. Ghosh, "Model-based Clustering with Soft Balancing", Proc ICDM, 2003.  pdf , ps.gz , ps 

4. A. Banerjee, I. Dhillon, J. Ghosh and S. Sra, "Expectation Maximization for Clustering on Hyperspheres,"  Technical Report TR-03-07, Department of Computer Sciences, University of Texas at Austin, 2003. ps

5. A. Banerjee, I. Dhillon, J. Ghosh and S. Sra, "Generative Model-based Clustering of Directional Data," In International Conference on Knowledge Discovery and Data Mining (KDD'2003),  2003 abstract, pdf  

6. S. Zhong and J. Ghosh, "Scalable, Balanced Model-based Clustering", Proc. 3rd SIAM Int. Conf. Data Mining, San Francisco, May, 2003, pp. 71-82.. abstract pdf 

7. S. Zhong and J. Ghosh, "A Comparative Study of Generative Models for Document Clustering", SDM Workshop on Clustering High Dimensional Data and Its Applications, May 2003. abstract pdf 

8. J. Ghosh, "Scalable Clustering Methods for Data Mining", in Handbook of Data Mining, Chapter 10, Nong Ye (Ed), Lawrence Ealbaum Assoc, 2003, pp. 247-277. pdf   

9. A. Strehl and J. Ghosh, “Relationship-based Clustering and Visualization for High-dimensional data mining”, INFORMS Jl. Of  Computing, Spl. Issue on Web Mining, (A. Tuzhilin and L. Rashid, guest Eds.), 15(2): 208-230, Spring 2003. abstract, gzipped ps 

10. S.Acharyya and J.Ghosh, "A Maximum Entropy Framework for Link Analysis on Directed Graphs", in LinkKDD2003, pp 3-13, Washington DC, USA, 2003. ps
11. S.Acharyya and J.Ghosh, "Context-Sensitive Modelling of Web-Surfing Behaviour Using Concept Trees", in Fifth International Workshop on Knowledge Discovery in the Web, WEBKDD'2003, pp 1-8, Washington DC, USA, 2003. ps

Multi-learner Systems

Remote Sensing

1. A. Henneguelle, J. Ghosh and M.M. Crawford “Polyline Feature Extraction for Land Cover Classification using Hyperspectral Data”, in Proc. IICAI-2003, Hyderabad, Dec 2003, pp. 256-269. pdf , ps.gz , ps 

Classifier Ensembles

1. K. Tumer and J. Ghosh, " Bayes Error Rate Estimation using  Classifier Ensembles," International Journal of Smart Engineering System Design, Volume 5, Number 2, April-June 2003, pp. 95-109.