Publications

Ph.D. Dissertation

1. Kang, D.-K., "Abstraction, aggregation and recursion for generating accurate and simple classifiers," Iowa State University (2006). [ bib, PDF ]

Conferences

1. Vasile, F., Silvescu, A., Kang, D.-K., and Honavar, V., "TRIPPER: Rule learning using taxonomies," Proceedings of the Tenth Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2006), Singapore, April 9-12, 2006; Lecture Notes in Artificial Intelligence, Vol. 3918, pp. 55-59, 2006, Springer-Verlag. [ bib, PDF ]
2. Kang, D.-K., Silvescu, A., and Honavar, V., "RNBL-MN: A Recursive Naive Bayes Learner for Sequence Classification," Proceedings of the Tenth Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD 2006), Singapore, April 9-12, 2006; Lecture Notes in Artificial Intelligence, Vol. 3918, pp. 45-54, 2006, Springer-Verlag. [ bib, PDF ]
3. Kang, D.-K., Zhang, J., Silvescu, A., and Honavar, V., "Multinomial Event Model Based Abstraction for Sequence and Text Classification," Proceedings of Symposium on Abstraction, Reformulation, and Approximation (SARA-2005), Edinburgh, Scotland, UK, July 26-29, 2005; Lecture Notes in Artificial Intelligence, Vol. 3607, pp. 134-148, 2005, Springer-Verlag. [ bib, PDF ]
4. Kang, D.-K., Fuller, D., and Honavar, V., "Learning Classifiers for Misuse Detection Using a Bag of System Calls Representation," Proceedings of IEEE International Conference on Intelligence and Security Informatics (ISI-2005), Atlanta, GA, USA, May 19-20, 2005; Lecture Notes in Computer Science, Vol. 3495, pp. 511-516, 2005, Springer-Verlag. [ bib ]
5. Kang, D.-K., Silvescu, A., Zhang, J., and Honavar, V., "Generation of Attribute Value Taxonomies from Data for Data-Driven Construction of Accurate and Compact Classifiers," Proceedings of the 4th IEEE International Conference on Data Mining (ICDM '04), Brighton, UK, November 1, 2004. [ bib, PDF ]
6. Kang, D.-K., Choi, J., "MetaNews: An Information Agent for Gathering News Articles on the Web," Proceedings of the 14th International Symposium on Methodologies for Intelligent Systems (ISMIS), Maebashi TERRSA, Maebashi City, Japan, October 28-31, 2003; Lecture Notes in Artificial Intelligence, Lecture Notes in Computer Science, Vol. 2871, pp. 179-186, 2003, Springer-Verlag. [ bib, PDF ]
7. Kang, D.-K., Kim, J.-B., and Ham, H.-S., "HANMAUM - a multi-agent model for customer, merchant, and directory service," Proceedings of the 2nd World Conference of the WWW, Internet, Intranet, Toronto, Canada, October 31 1997.
8. Kang, D.-K., Chung, Y.-K., Jung, W., Doh, W.-R., and Park, S.-B., "Automated visual inspection of automotive evaporator core using one-to-many template matching," Proceedings of the 2nd International ICSC Symposium on Intelligent Industrial Automation, Nimes, France, September 17 1997.
9. Kang, D.-K., Kim, J.-B., Sohn, J.-C., and Ham, H.-S., "A world wide web directory service architecture for electronic commerce," Proceedings of the 7th Annual Conference of Internet Society, Kuala Lumpur, Malaysia, June 24, 1997.

Journals

1. Zhang, J., Kang, D.-K., Silvescu, A., and Honavar, V., "Learning Accurate and Concise Naive Bayes Classifiers from Attribute Value Taxonomies and Data," Knowledge and Information Systems, 9(2):157-179, March 2006. [ bib, PDF ]
2. Kang, D.-K., Chung, Y.-K., Doh, W.-R., Jung, W., and Park, S.-B., "Applying object modelling technique to automated visual inspection of automotive compressor parts omission," International Journal of Machine Tools and Manufacture, 39(11):1779-1792, August 1999.

Workshop

1. Vasile, F., Silvescu, A., Kang, D.-K., and Honavar, V., "TRIPPER: Rule learning using taxonomies," Proceedings of AAAI-05 Workshop on Human Comprehensible Machine Learning, Pittsburgh, Pennsylvania, July 9-13, 2005. [ bib ]
2. Kang, D.-K., Fuller, D., and Honavar, V., "Learning Classifiers for Misuse and Anomaly Detection Using a Bag of System Calls Representation," Proceedings of 6th IEEE Systems Man and Cybernetics Information Assurance Workshop (IAW, West Point Workshop), West Point, NY, June 15-17, 2005. [ bib, PDF ]
3. Kang, D.-K., Silvescu, A., Zhang, J., and Honavar, V., "Generation of Attribute Value Taxonomies from Data and Their Use in Data-Driven Construction of Accurate and Compact Naive Bayes Classifiers," Proceedings of ECML/PKDD-2004 Knowledge Discovery and Ontologies Workshop (KDO-2004), Pisa, Italy, September 24, 2004. [ bib ]