Selected Publications

A. Banerjee and J. Ghosh, "Frequency-Sensitive Competitive Learning for Scalable, Balanced Clustering on High-dimensional Hyperspheres", IEEE Trans. Neural Networks, 15(3), May 2004, pp. 702-719. [PDF]

A. Banerjee, I. Dhillon, J. Ghosh, S. Merugu and D. Modha, "A Generalized Maximum Entropy Approach to Bregman Co-clustering and Matrix Approximation", In Proc. KDD-2004, Seattle, August 2004, pp. 509-514. ACM. [PDF]

A. Banerjee, S. Merugu, I. Dhillon and J. Ghosh, "Clustering with Bregman Divergences", SIAM International Conference on Data Mining (SDM) (2004), Lake Buena Vista, FL, April 2004, pp. 234-245. [PDF]

J.Ghosh, "Adaptive and Neural Methods for Image Segmentation" in Handbook of Image and Video Processing, A. C. Bovik (ed), Academic Press, 2000, pp. 401-414. [PDF]

S. Kumar, J. Ghosh and M. M. Crawford, "Classification of hyperspectral data using best basis feature extraction algorithm", Proc. SPIE Conf. on Applications and Science of Computational Intelligence IV, SPIE Proc. Vol. 4055, Orlando, April 2000, pp 363-373.

S. Kumar, J. Ghosh and M. M. Crawford, "Multiresolution feature extraction for pairwise classification of hyperspectral data", Proc. SPIE Conf. on Applications of Artificial Neural Networks in Image Processing V, SPIE Proc. Vol. 3962 , San Jose, CA, Jan 2000, pp 60-71.

K.-Y. Chang and J. Ghosh, "Three-dimensional model-based object recognition and pose estimation using probabilistic principal surfaces", Proc. SPIE Conf. on Applications of Artificial Neural Networks in Image Processing V, SPIE Proc. Vol. 3962 , San Jose, CA, Jan 2000, pp. 192-203.

T. Kuyel, W.S. Geisler and J. Ghosh, "Retinally reconstructed images: Digital images having a resolution match with the human eye", IEEE Trans. Systems, Man and Cybernetics - Part A, 29(2), March 1999, pp.235-243.

K.-Y. Chang and J. Ghosh, "Probabilistic Principal Surfaces", 1999 IEEE Intl. Conf. on Neural Networks, Washington D.C., Jul 1999.

T. Kuyel, W.S. Geisler and J. Ghosh, "Retinally reconstructed images: Digital images having a resolution match with the human eye", IEEE Trans. Systems, Man and Cybernetics - Part A, 29(2), March 1999, pp.235-243.

J. Eledath, J. Ghosh and S. V. Chakravarthy, "Image Enhancement using Scale-Based Clustering properties of the Radial Basis Function Network" Tech. Rept. UT-CVIS-TR-97-006, Center for Vision and Image Sciences, University of Texas, Austin, 1997. [PDF]

T. Kuyel and J. Ghosh, "Sequential resolution nearest neighbor classifier: image classification using multiple visual fixations", Proc. IASTED Int'l. Conf. on Signal and Image Processing, New Orleans, Dec 4-6, 1997.

J. Eledath, J. Ghosh, and S.V. Chakravarthy, "Image Enhancement using Scale-based clustering properties od the radial basis function network", In Intelligent Engineering Systems Through Artificial Neural Networks , Volume 7, Dagli, Akay, Orsoy, Fernandez and Smith,(Eds.), ASME Press, St. Louis, Nov. 1997, pp. 447-52.

Shishir Shah, J. Eledath, J. Ghosh, and J. K. Aggarwal, "Multisensor Integration for Scene Analysis: An Experiment in Human Form Detection", in Proceedings of the Fourth IEEE International Conference on Image Processing, vol. 2, pp. 199--202, Santa Barbara, CA, October, 1997. Abstract , GZipped Postscript

B. W. Stiles and J. Ghosh, "Complete Memory Structures for Approximating Non-linear Discrete Time Mappings", Center for Vision and Image Sciences. Technical Report UT-CVIS-TR-96-003, The University of Texas at Austin, 1996.

B. W. Stiles and J. Ghosh, "Nonlinear Memory Functions for Modeling Discrete Time Systems", Center for Vision and Image Sciences. Technical Report UT-CVIS-TR-96-004, The University of Texas at Austin, 1996.

Kurt D. Bollacker and Joydeep Ghosh. "Linear feature extractors based on mutual information", in Proceedings of the 13th International Conference on Pattern Recognition, August 1996, pp. IV:720-24.

J. K. Aggarwal, Joydeep Ghosh, Dinesh Nair and Ismail Taha, "A Comparative Study of Three Paradigms for Object Recognition - Bayesian Statistics, Neural Networks and Expert Systems", Advances In Image Understanding: A Festschrift for Azriel Rosenfeld , Computer Society Press, June 1996, pp. 241-262.

T. Kuyel, J. Ghosh, and W. S. Geisler, "A Nonparametric Statistical Analysis of Texture Segmentation Performance using a Foveated Image Preprocessing Similar to the Human Retina", Proc. of IEEE South West Symposium on Image Processing, April, 1996, pp. 207-212. [PDF]

T. Kuyel and J. Ghosh, "A fast space localized computation of the outputs of a Gabor filter bank", Proc. of the IASTED Conference on Signal and Image Processing (SIP-95), Las Vegas, Nov. 20-23, 1995.

T. Kuyel and J. Ghosh, "Multiresolution Nearest Neighbor (MNN) Classifier: A Fast Algorithm for Classification of Images", Proc. of the IASTED Conference on Signal and Image Processing (SIP-95), Las Vegas, Nov. 20-23, 1995.

J. Ghosh, "Neural Networks for Image Segmentation", in The Image and Video Processing Handbook, A. C. Bovik (ed), Academic Press Abstract , GZipped Postscrip