Items related to Subset Selection in Regression (Chapman & Hall/CRC...

Subset Selection in Regression (Chapman & Hall/CRC Monographs on Statistics and Applied Probability) - Hardcover

Book 13 of 110: ISSN

Miller, Alan

 
9781584881711: Subset Selection in Regression (Chapman & Hall/CRC Monographs on Statistics and Applied Probability)
Hardcover
ISBN 10: 1584881712 ISBN 13: 9781584881711
Publisher: Chapman and Hall/CRC, 2002

Synopsis

Originally published in 1990, the first edition of Subset Selection in Regression filled a significant gap in the literature, and its critical and popular success has continued for more than a decade. Thoroughly revised to reflect progress in theory, methods, and computing power, the second edition promises to continue that tradition. The author has thoroughly updated each chapter, incorporated new material on recent developments, and included more examples and references.

New in the Second Edition:

  • A separate chapter on Bayesian methods
  • Complete revision of the chapter on estimation
  • A major example from the field of near infrared spectroscopy
  • More emphasis on cross-validation
  • Greater focus on bootstrapping
  • Stochastic algorithms for finding good subsets from large numbers of predictors when an exhaustive search is not feasible
  • Software available on the Internet for implementing many of the algorithms presented
  • More examples

    Subset Selection in Regression, Second Edition remains dedicated to the techniques for fitting and choosing models that are linear in their parameters and to understanding and correcting the bias introduced by selecting a model that fits only slightly better than others. The presentation is clear, concise, and belongs on the shelf of anyone researching, using, or teaching subset selecting techniques.

    • "synopsis" may belong to another edition of this title.

    About the Author

    Miller, Alan

    "About this title" may belong to another edition of this title.

    Publisher
    Chapman and Hall/CRC
    Publication date
    2002
    Language
    English
    ISBN 10 
    1584881712
    ISBN 13 
    9781584881711
    Binding
    Hardcover
    Edition number
    2
    Number of pages
    256

    Other Popular Editions of the Same Title

    9780412353802: Subset Selection in Regression (Chapman & Hall/CRC Monographs on Statistics & Applied Probability)

    Featured Edition

    ISBN 10:  0412353806 ISBN 13:  9780412353802
    Publisher: Chapman and Hall/CRC, 1990
    Hardcover