Combining Data Mining and Machine Learning for Effective User Profiling

Proceedings - 2nd International Conference on Knowledge Discovery and Data Mining, KDD 1996

Volumn , Issue , 1996, Pages 8-13

  Fawcett, Tom ^a   Provost, Foster ^a  

^a VERIZON   (United States)

Author keywords

[No Author keywords available]

Indexed keywords

ARTIFICIAL INTELLIGENCE; CELLULAR TELEPHONES; LEARNING SYSTEMS; USER PROFILE;

AUTOMATIC DESIGN; CONSTRUCTIVE INDUCTION; CUSTOMER BEHAVIOR; DESIGN METHOD; FRAUDULENT USAGE; MACHINE LEARNING METHODS; MACHINE LEARNING TECHNIQUES; MACHINE-LEARNING; STANDARD MACHINES; USER'S PROFILING;

DATA MINING;

EID: 85124136348     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (12)

1. Buchanan, B. G., and Mitchell, T. M. 1978. Model-directed learning of production rules. In Hayes-Roth, F., ed., Pattern-directed inference systems. New York: Academic Press.
2. Chatfield, C. 1984. The analysis of time series: An introduction (third edition). New York: Chapman and Hall.
3. Clearwater, S., and Provost, F. 1990. RL4: A tool for knowledge-based induction. In Proceedings of the Second International IEEE Conference on Tools for Artificial Intelligence, 24-30. IEEE CS Press.
4. Davis, A., and Goyal, S. 1993. Management of cellular fraud: Knowledge-based detection, classification and prevention. In Thirteenth International Conference on Artificial Intelligence, Expert Systems and Natural Language.
5. Ezawa, K., and Norton, S. 1995. Knowledge discovery in telecommunication services data using bayesian network models. In Fayyad, U., and Uthurusamy, R., eds., Proceedings of First International Conference on Knowledge Discovery and Data Mining, 100-105. Menlo Park, CA: AAAI Press.
6. Farnum, N., and Stanton, L. 1989. Quantitative forecasting methods. Boston, MA: PWS-Kent Publishing Company.
7. Kittler, J. 1986. Feature selection and extraction. In Fu, K. S., ed., Handbook of pattern recognition and image processing. New York: Academic Press. 59-83.
8. Quinlan, J. R. 1987. Generating production rules from decision trees. In Proceedings of the Tenth International Joint Conference on Artificial Intelligence, 304-307. Morgan Kaufmann.
9. Rabiner. L. R.. and Juane. B. H. 1986. An introduc-tion to hidden markov models. IEEE ASSP Magazine 3(1):4-16.
10. Segal, R., and Etzioni, O. 1994. Learning decision lists using homogeneous rules. In Proceedings of the Twelfth National Conference on Artificial Intelligence, 619-625. Menlo Park, CA: AAAI Press.
11. Walters, D., and Wilkinson, W. 1994. Wireless fraud, now and in the future: A view of the problem and some solutions. Mobile Phone News 4-7.
12. Yuhas, B. P. 1993. Toll-fraud detection. In Alspector, J.; Goodman, R.; and Brown, T., eds., Proceedings of the International Workshop on Applications of Neural Networks to Telecommunications, 239-244. Hillsdale, NJ: Lawrence Erlbaum Associates.