CS 294-4: Connectionist and Neural Computation

Lecture 26 - November 20, 1997

[1] Brieman, L. (1997), The heuristics of instability in model selection, Annals of Statistics, 24, 2350-2381

[2] Brieman, L. (1996), Bagging Predictors, Machine Learning, 26, No.2, 123- 140

[3] Breiman, L. (1992) Submodel Selection and Evaluation in Regression -- the X - Fixed Case and a Little Bootstrap", J. Am. Stat. Assoc., 87, 734 - 751

[4] Breiman, L. and Spector, P. (1992), Submodel selection and evaluation in regression -- the X - Random case, International Review of Statistics, 3, 291 - 319

[5] Copas, J.(1987) Cross-validation shrinkage of regression predictors, J. Roy. Stat. Soc. B49, 175 - 183

[6] Copas, J. (1983), Regression, prediction, and shrinkage, J. Roy. Stat. Soc. 9 209 - 215

[7] Stone, M. (1974) Cross - validatory choice and assessment of statistical predictions, J. Roy. Statis. Soc. B36, 111 - 147

[8] Hoerl, A. and Kennard, R. (1970) Ridge regression: biased estimation for nonorthogonal problems, Technometrics, 8. 27 -51.