Combining Estimates in Regression and Classification

Journal of the American Statistical Association

Volumn 91, Issue 436, 1996, Pages 1641-1650

  Leblanc, Michael ^a   Tibshirani, Robert ^b  

^a Fred Hutchinson Cancer Research Center   (United States)

^b UNIVERSITY OF TORONTO   (Canada)

Author keywords

Bootstrap; Cross validation; Model combination

Indexed keywords

EID: 0030342815     PISSN: 01621459     EISSN: 1537274X     Source Type: Journal    
DOI: 10.1080/01621459.1996.10476733     Document Type: Article

References (14)

1. Breiman, L. (1995), "Stacked Regressions," Machine Learning, 24
2. Breiman, L. (1996), "Bagging Predictors", Machine Learning, 26, 123-140
3. Breiman, L., Friedman, J., Olshen, R., and Stone, C. (1984), Classification and Regression Trees, Pacific Grove, CA: Wadsworth. Journal of the American Statistical Association, December 1996
4. Clark, L., and Pregibon, D. (1992), ''Tree-Based Models," in Statistical Models in S, eds. 1. M. Chambers and T. Hastie, Pacific Grove, CA: Wadsworth.
5. Efron, B. (1983), "Estimating the Error Rate of a Prediction Rule: Some Improvements on Cross-Validation," Journal ofthe American Statistical Association, 78, 316-331.
6. Efron, B., and Tibshirani, R. (1993), An Introduction to the Bootstrap, New York: Chapman and Hall.
7. Harrison, D., and Rubinfeld, D. L. (1978), "Hedonic Prices and the Demand for Clean Air," Journal of Environmental Economics and Management, 5, 81-102.
8. Hastie, T. J., and Pregibon, D. (1991), "Shrinking Trees," technical report, AT&T Bell Laboratories.
9. Hastie, T. J., and Tibshirani, R. J. (1993), "Varying Coefficient Models" (with discussion), Journal of the Royal Statistical Society, Ser. B, 55, 757-796.
10. Lawson, C. L., and Hanson, R. 1. (1974), Solving Least Squares Problems, Englewood Cliffs, NJ: Prentice-Hall.
11. Lowe, D. G. (1993), "Similarity Metric Learning for a Variable Kernel Classifier," technical report, University of British Columbia, Dept. of Computer Science.
12. McCullagh, P., and Tibshirani, R. (1988), "A Simple Adjustment for Profile Likelihoods," Journal of the Royal Statistical Society, Ser. B, 52(2), 325-344.
13. Stone, M. (1974), "Cross-Validation Choice and Assessment of Statistical Predictions" (with discussion), Journal of the Royal Statistical Society, Ser. B, 36, 111-147.
14. Wolpert, D. (1992), "Stacked Generalization," Neural Networks, 5, 241-259.