Selected Publications from 1995-1999

     (Other publications)

Multi-learner Systems

Modular Networks

  1. S. Kumar, J. Ghosh, "GAMLS: A generalized framework for associative modular learning systems", Proc. SPIE Conf. on Applications and Science of Computational Intelligence II, SPIE Proc. Vol. 3722, Orlando, April 1999, pp. 24-35. abstract , gzipped ps

  2. V. Ramamurti and J. Ghosh, "Structurally Adaptive Modular Networks for Non-Stationary Environments", IEEE Trans. Neural Networks, 10(1), Jan 1999, pp. 152-60. abstract , gzipped ps

  3. W.Chaer, R. Bishop and J. Ghosh, "Hierarchical Adaptive Kalman Filtering for Interplanetary Orbit Determination", IEEE Trans. on Aerospace and Electronic Systems , Vol. 34, No. 3, Aug. 98, 883-896.

Knowledge Transfer and Reuse

  1. K. Bollacker and J. Ghosh, "Effective supra-classifiers for knowledge base construction", Pattern Recognition Letters, Dec 1999, pp. 1347-52. abstract , gzipped ps

  2. K. Bollacker and J. Ghosh, "Knowledge Reuse in multiclassifier systems", Pattern Recognition Letters, Nov 1997, pp. 1385-90. gzipped ps

Classifier Ensembles

  1. K. Tumer and J. Ghosh, "Linear and Order Statistics Combiners for Pattern Classification", in Combining Artificial Neural Nets, A. Sharkey (Ed.), Springer-Verlag, 1999, pp. 127-162. abstract , gzipped ps

  2. K. Tumer, K. Bollacker and J. Ghosh, "A Mutual Information based ensemble method to estimate Bayes error", in Intelligent Engineering Systems Through Artificial Neural Networks, Vol 8, ASME Press, (Proc ANNIE '98 ), Nov 1998, pp. 17-22. abstract , gzipped ps

  3. Kagan Tumer and Joydeep Ghosh, "Error Correlation and Error Reduction in Ensemble Classifiers", Connection Science, Special issue on combining artificial neural networks: ensemble approaches, volume 8, numbers 3 & 4, pp 385-404, December 1996. abstract , compressed ps

  4. Kagan Tumer and Joydeep Ghosh, "Analysis of Decision Boundaries in Linearly Combined Neural Classifiers", Pattern Recognition, Vol 29, No. 2, Feb. 1996, pp. 341-348. abstract , compressed ps

  5. J. Ghosh, K. Tumer, S. Beck and L. Deuser, "Integration of Neural Classifiers for Passive Sonar Signals", in C. T. Leondes (Ed.), Control and Dynamic Systems Vol 77: Multidimensional Systems Signal Processing Algorithms and Application Techniques, Academic Press, 1995, pp. 301-338. abstract , compressed ps

Hybrid Systems:

  1. I. Taha and J. Ghosh, "Symbolic Interpretation of Artificial Neural Networks", IEEE Trans. Knowledge and Data Eng., May/June 99, 448-463. abstract , gzipped ps

  2. I. Taha and J. Ghosh, "A Hybrid Intelligent Architecture and Its Application to Water Reservoir Control", International Journal of Smart Engineering Systems,, Vol. 1, No. 1, 1997, pp. 59-75. abstract , compressed ps

Theory

  1. J. Ghosh, H.-J. Chang and K. Liano, "A Macroscopic Model of Oscillation in Ensembles of Inhibitory and Excitatory Neurons", in Neural Networks for Spatiotemporal Processing, J. Dayhoff (Eds.), Academic Press, 1998. abstract , compressed ps

  2. K.-Y. Chang and J. Ghosh, "Principal Curve Classifier - A Nonlinear Approach to Pattern Classification", 1998 IEEE Intl. Conf. on Neural Networks, Anchorage, May 1998, pp. 695-700. abstract , gzipped ps

  3. B. W. Stiles, I. W. Sandberg and J. Ghosh, "Complete Memory Structures for Approximating Nonlinear Discrete Time Mappings", IEEE Trans. on Neural Networks, Vol.8, Nov 1997, pp. 1397-1409. abstract , compressed ps

  4. B. W. Stiles and J. Ghosh, "A Habituation Based Neural Network for Spatio-Temporal Classification", Neurocomputing , Spl. issue on recurrent networks, 15 (3,4), July 1997, pp. 273-307. abstract , compressed ps

  5. S. V. Chakravarthy and J. Ghosh, "On Hebbian-like Adaptation in Heart Muscle: A Proposal for "Cardiac Memory", Biological Cybernetics, 76(3), April 1997, pp. 207-215. abstract , compressed ps

  6. S. V. Chakravarthy and J. Ghosh, "Function Emulation using Radial Basis Function Networks", Neural Networks, 10(3), April 1997, pp. 459-78. abstract , compressed ps

  7. S. V. Chakravarthy and J. Ghosh, "A Complex-Valued Associative Memory for Storing Patterns as Oscillatory States" Bological Cybernetics,, Vol. 75, Sept 1996, pp. 229-238.

  8. 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. abstract , compressed ps

  9. Y. Shin and J. Ghosh, "Ridge Polynomial Networks", IEEE Trans. Neural Networks, 6(2), May 1995, pp.610-622. abstract , compressed ps

Image Processing

  1. 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.

  2. 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. abstract , gzipped ps

  3. 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. gzipped pdf

  4. 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. abstract , compressed ps

  5. 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. abstract , compressed ps

Radial Basis Function Networks

  1. A. Agogino and J. Ghosh, "Visualization of RBF Networks", 1999 Intl. Joint Conf. on Neural Networks, Washington, DC, July 1999, pp. abstract , gzipped ps

  2. Kagan Tumer, Nirmala Ramanujam, Joydeep Ghosh and Rebecca Richards-Kortum, "Spectroscopic Detection of Cervical Pre-Cancer through Radial Basis Function Networks", IEEE transactions of Biomedical Engineering, 45(8), Aug. 1998, pp. 953-961. compressed ps

  3. S. V. Chakravarthy and J. Ghosh, "Function Emulation using Radial Basis Function Networks", Neural Networks, 10(3), April 1997, pp. 459-78. abstract , compressed ps

  4. S. V. Chakravarthy and J. Ghosh, "Scale-based Clustering Using the Radial Basis Function Network", IEEE Trans. on Neural Networks, Sept 1996, pp. 1250-61. abstract , compressed ps

Applications

  1. Kagan Tumer, Nirmala Ramanujam, Joydeep Ghosh and Rebecca Richards-Kortum, "Spectroscopic Detection of Cervical Pre-Cancer through Radial Basis Function Networks", IEEE transactions of Biomedical Engineering, 45(8), Aug. 1998, pp. 953-961. compressed ps

  2. Arun Chatterjee, David Croley, Viswanath Ramamurti, Kui-yu Chang, Joydeep Ghossh, Fourmun Lee, "Discovery and Classification of Wafer Defect Patterns for Yield Enhancement", Southwest 96 - 190th meeting of the Electrochemical Society.

  3. Arun Chatterjee, David Croley, Viswanath Ramamurti, Kui-yu Chang, Joydeep Ghosh, Jim Durham, "Application of Machine Learning to Plasma Etching", Southwest 96 - 190th meeting of the Electrochemical Society.

Last Updated: Oct, 2004