Integrating customer value considerations into predictive modeling

Proceedings - IEEE International Conference on Data Mining, ICDM

Volumn , Issue , 2003, Pages 283-290

  Rosset, Saharon ^a   Neumann, Einat ^a  

^a AMDOCS   (India)

Author keywords

[No Author keywords available]

Indexed keywords

EID: 78149329781     PISSN: 15504786     EISSN: None     Source Type: Conference Proceeding    
DOI: None     Document Type: Conference Paper

References (14)

1. Chan, P. K., and Stolfo, S. J. (1998) Toward Scalable Learning with Non-uniform Class and Cost Distributions: A Case Study in Credit Card Fraud Detection, KDD-98.
2. Elkan, C. (2000) Cost-Sensitive Learning and Decision- Making when Costs Are Unknown. WCSL at ICML-2000.
3. Korn, E.L., Graubard, B.I. (1995) Examples of Differing Weighted and Unweighted Estimates from a Sample Survey. The American Statistician, 49:291-295.
4. Hastie, T, Tibshirani, R., Friedman J. (2001). The Elements of Statistical Learning. Springer.
5. Murad, U., Pinkas, G. (1999). Unsupervised Profiling for Identifying Superimposed Fraud. PKDD-99: 251-261
6. McCullagh, P., Nelder, J.A. (1989). Generalized Linear Models. Chapman & Hall, second edition, 1989
7. Provost, F.; Fawcett, T. (1997). Analysis and Visualization of Classifier Performance: Comparison under Imprecise Class and Cost Distribution. KDD-97.
8. Provost, F., Fawcett, T. (1998). Adaptive fraud detection. Data Mining and Knowledge Discovery, 1 (3).
9. Rosset, S. (2003). Building prediction models for data with observation importance weights. In preparation. www-stat.stanford.edu/~saharon/papers/ vwpaper.ps
10. Rosset, S., Neumann, E., Eick, U, Vatnik, N., Idan, 1.(2001). Evaluation of prediction models for marketing campaigns. KDD-2001: 456-461
11. Rosset, S., Neumann, E., Eick, U, Vatnik, N., Idan, 1.(2002).Customer lifetime value modeling and its use for customer retention planning. KDD-2002.
12. Rosset, S., Zhu, J., Hastie, T. (2002). Boosting as a regularized path to a maximum margin classifier. Technical report, Dept. of Statistics, Stanford Univ.
13. Turney, P.D, (2000). Types of cost in inductive concept learning. WCSL at ICML-2000.
14. Weisberg, S. (1985). Applied Linear Regression, John Wiley and Sons, Inc.