Data mining: Statistics and more?

American Statistician

Volumn 52, Issue 2, 1998, Pages 112-118

  Hand, David J ^a  

^a OPEN UNIVERSITY   (United Kingdom)

Author keywords

Databases; Exploratory data analysis; Knowledge discovery

Indexed keywords

EID: 0032367976     PISSN: 00031305     EISSN: 15372731     Source Type: Journal    
DOI: 10.1080/00031305.1998.10480549     Document Type: Article

References (23)

1. Babcock, C. (1994), “Parallel Processing Mines Retail Data,” Computer World, 6.
2. Bhandari, I., Colet, E., Parker, J., Pines, Z., Pratap, R., and Ramanujam, K. (1997), “Advanced Scout: Data Mining and Knowledge Discovery in NBA Data,” Data Mining and Knowledge Discovery, 1, 121-125.
3. Box, G., and Hunter, W. (1965), ‘The Experimental Study of Physical Mechanisms,” Technometrics, 7, 57-71.
4. Copas, J.B., and Li, H.G. (1997), “Inference for Nonrandom Samples” (with discussion), Journal of the Royal Statistical Society, Series B, 59, 55-95.
5. Cortes, C., and Pregibon, D. (1997), “Mega-monitoring,” unpublished paper presented at the University of Washington/Microsoft Summer Research Institute on Data Mining, July 6-11, 1997.
6. Cox, D.R. (1990), “Role of Models in Statistical Analysis,” Statistical Science, 5, 169-174.
7. Fayyad, U. (1997), “Editorial,” Data Mining and Knowledge Discovery, 1, 5-10.
8. Fayyad, U.M., Djorgovski, S.G., and Weir, N. (1996), “Automating the Analysis and Cataloging of Sky Surveys,” in Advances in Knowledge Discovery and Data Mining, eds. U.M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy, Menlo Park, CA: AAAI Press, pp. 471-493.
9. Fayyad, U.M., Piatetsky-Shapiro, G., and Smyth, P. (1996), “From Data Mining to Knowledge Discovery: An Overview,” in Advances in Knowledge Discovery and Data Mining, eds. U.M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy, Menlo Park, CA: AAAI Press, pp. 1-34.
10. Gale, W.A., Hand, D.J., and Kelly, A.E. (1993), “Artificial Intelligence and Statistics,” in Handbook of Statistics 9: Computational Statistics, ed. C.R. Rao, Amsterdam: North-Holland, pp. 535-576.
11. Gray, J., Chaudhuri, S., Bosworth, A., Layman, A., Reichart, D., Venkatrao, M., Pellow, F., and Pirahesh, H. (1997), “Data Cube: A Relational Aggregation Operator Generalizing Group-by, Cross-tab, and Sub-totals,” Data Mining and Knowledge Discovery, 1, 29-53.
12. Hand, D.J. (1995), “Discussion contribution to Chatfield (1995),” Journal of the Royal Statistical Society, Series A, 158, 448.
13. Hand, D.J. (1997), Construction and Assessment of Classification Rules, Chichester: Wiley.
14. Hand, D.J. (in press), “Statistics and the Scientific Method,” to appear in Encyclopedia of Biostatistics, Chichester: Wiley.
15. Harrison, D. (1993), “Backing Up," Neural Computing, 98-104.
16. Heckerman, D. (1997), “Bayesian Networks for Data Mining,” Data Mining and Knowledge Discovery, 1, 79-119.
17. Hoschka, P., and Klòsgen, W. (1991), “A Support System for Interpreting Statistical Data,” in Knowledge Discovery in Databases, eds. G. Piatetsky-Shapiro and W. Frawley, Menlo Park: CA: AAAI Press, pp. 325-346.
18. Imielinski, T., and Mannila, H. (1996), “A Database Perspective on Knowledge Discovery,” Communications of the ACM, 39, 58-64.
19. Keogh, E., and Smyth, P. (1997), “A Probabilistic Approach to Fast Pattern Matching in Time Series Databases,” in Proceedings of the 3rd International Conference on Knowledge Discovery and Data Mining, Menlo Park, CA: AAAI Press, pp. 24-30.
20. Klòsgen, W. (1996), "Explora: A Multipattem and Multistrategy Discovery Assistant,” in Advances in Knowledge Discovery and Data Mining, eds. U.M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy, Menlo Park, CA: AAAI Press, pp. 249-271.
21. Selfridge, P.G., Srivastava, D., and Wilson, L.O. (1996), “IDEA: Interactive Data Exploration and Analysis,” in Proceedings of SIGMOD 96, New York: ACM Press, pp. 24-34.
22. Taylor, C.C., Nakhaeizadeh, G., and Kunisch, G. (1997), “Statistical Aspects of Classification in Drifting Populations,” in Preliminary Papers of the 6th International Workshop on Artificial Intelligence and Statistics, Fort Lauderdale, FL: pp. 521-528.
23. Uthurusamy, R. (1996), “From Data Mining to Knowledge Discovery: Current Challenges and Future Directions,” in Advances in Knowledge Discovery and Data Mining, eds. U.M. Fayyad, G. Piatetsky-Shapiro, P. Smyth, and R. Uthurusamy, Menlo Park, CA: AAAI Press, pp. 560-569.