Computational Statistics

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STT 464/664, Computational Statistics

Monographs on Bootstrap, S-Plus, and Computational Statistics

  • Regression Modeling Strategies: With Applications to Linear Models, Logistic Regression, and Survival Analysis, Frank E. Harrell, Jr., 2001 Springer. 
  • An Introduction to the Bootstrap, Bradley Efron and Robert J. Tibshirani, 1993, Chapman & Hall.
  • An Introduction to S and S-Plus, Phil Spector, 1994, Duxbury Press.
  • Applied Wavelet Analysis with S-Plus, Andrew Bruce and Hong-Ye Gao, 1996, Springer.
  • Bootstrap Methods and their Application, A.C. Davidson and D.V. Hinkley, 1997, Cambridge University Press.
  • Bootstrapping: A Nonparametric Approach to Statistical Inference, Christopher Z. Mooney and Robert D. Duval, 1993, Sage Publications.
  • Computer Intensive Statistical Methods: Validation, Model Selection, and Bootstrap, J.S.U. Hjorth, 1994, Chapman & Hall.
  • Exploring the Limits of Bootstrap, edited by Raoul Lepage and Lynne Billard, 1992, John Wiley & Sons.
  • Modern Applied Statistics with S-PLUS, W.N. Venables and B.D. Ripley, 1997, Springer.
  • Resampling Methods: A Practical Guide to Data Analysis, Phillip I. Good, 1999, Birkhauser.
  • Statistical Computing: An Introduction to Data Analysis using S-Plus, Michael J. Crawley, 2002, John Wiley & Sons.
  • Statistical Models in S, edited by John M. Chambers and Trevor J. Hastie, 1992, Wadsworth & Brooks/Cole Advanced Books & Software.
  • The Basics of S and S-PLUS, Andreas Krane and Melvin Olson, 2nd Ed., 2000, Springer.

Monographs on Computational Sciences

  • An Introduction to Computational Biology: Maps, Sequences and Genomes, Michael S. Waterman, 1995, Chapman & Hall.
  • Randomization, Bootstrap and Monte Carlo Methods in Biology, Bryan F.J. Manly, 1997, Chapman & Hall.

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Last edit on June 06, 2007

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