Publications and Reports

Knowledge Discovery from Databases


2001

Cen Li and Gautam Biswas.
Applying the Hidden Markov Model Methodology for Unsupervised Learning of Temporal Data.
Invited Talk: Intl. ICSC Congress on Computational Intelligence: Methods and Applications (CIMA '01), Bangor, Wales, United Kingdom, June 2001
Powerpoint file: Applying the Hidden Markov Model Methodology for Unsupervised Learning of Temporal Data.

2000

Cen Li Dissertation.
A Bayesian Approach to Temporal Data Clustering using Hidden Markov Model Methodology.
(PDF file 1196032 bytes), 2000.

Cen Li and Gautam Biswas.
A Bayesian Approach to Temporal Data Clustering using Hidden Markov Models.
Intl. Conference on Machine Learning (ICML 2000), Stanford, CA, pp. 543-550, June 2000.

1999

Cen Li and Gautam Biswas,
Temporal pattern generation using hidden Markov Model based Unsupervised Classification,
Advances in Intelligent Data Analysis, Lecture Notes in Computer Science vol. 1642, D. Hand, K. Kok, and M. Berthold, eds. Springer, New York, NY, August 1999.

Cen Li and Gautam Biswas,
Clustering Sequence Data using Hidden Markov Model Representation,
SPIE'99 Conference on Data Mining and Knowledge Discovery: Theory, Tools, and Technology, page 14-21, Orlando, FL, April 4-6,1999.

Cen Li and Gautam Biswas,
Profiling of Dynamic System Behaviors using Hidden Markov Model Representation,
Proceedings of the ICSC'99 Advances in Intelligent Data Analysis(AIDA'99), Rochester, NY, June 22-25, 1999.

1998

Cen Li and Gautam Biswas.
Conceptual Clustering with Numeric and Nominal Mixed Data - A New Similarity Based System.
IEEE Transcript on Knowledge and Data Engineering, 1998.

Gautam Biswas, Jerry Weinberg, and Doug H. Fisher.
ITERATE: A conceptual clustering algorithm for data mining.
IEEE Transactions on Systems, Man, and Cybernetics, 28c(2):219-230,
May 1998.

1997

Cen Li and Gautam Biswas.
Unsupervised clustering with mixed numeric and nominal features - a new similarity based system.
In Pacific-Asian Knowledge Disscovery in Databases Conference, Singapore, February 1997.

1995

Gautam Biswas, Jerry Weinberg, and G.R. Koller.
Data exploration in non-numeric databases.
Advances in Databases and Articfical Intelligence,volume 1, pages 145-165. Jai Press, Greenwich, CT, 1995.

Gautam Biswas, Jerry Weinberg, and Cen Li.
Iterate: A conceptual clustering method for knowlege discovery in database.
In Artifical Intelligence in the Petroleum Industry, B. Braunschweig and R. Day, editors, pages 111-139. Editions Technip, Paris, France, 1995.

Cen Li and Gautam Biswas.
A framwork for scientific discovery in geological database.
In AAAI Spring Symposium Series on Systematic Methods for Scientific Discovery, Stanford, CA, March 1995.

Cen Li and Gautam Biswas.
Knowledge-based scientific discovery from geological database.
In Proc. The First International Conference on Knowledge Discovery from Databases, pages 204-209, Montreal, Canada, August 1995.

1994

Gautam Biswas and G. Lee.
Knowledge reorganization: A role model scheme for efficient reasoning.
In Tenth IEEE Conference on AI for Applications, pages 312-318, San Antonio, TX, March 1994.

1993

Doug Fisher, et al.
Selected applications of an ai clustering technique to engineering tasks.
IEEE Expert, 8(6):51-60, December 1993.



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