Uniform central limit theorems

著者

• Dudley, Richard M.

書誌事項

Uniform central limit theorems

R.M. Dudley

（Cambridge studies in advanced mathematics, 142）

Cambridge University Press, 2014

2nd ed

• : hardback
• : paperback

注記

Includes bibliographical references (p. 449-461) and indexes

内容説明・目次

内容説明

In this new edition of a classic work on empirical processes the author, an acknowledged expert, gives a thorough treatment of the subject with the addition of several proved theorems not included in the first edition, including the Bretagnolle-Massart theorem giving constants in the Komlos-Major-Tusnady rate of convergence for the classical empirical process, Massart's form of the Dvoretzky-Kiefer-Wolfowitz inequality with precise constant, Talagrand's generic chaining approach to boundedness of Gaussian processes, a characterization of uniform Glivenko-Cantelli classes of functions, Gine and Zinn's characterization of uniform Donsker classes, and the Bousquet-Koltchinskii-Panchenko theorem that the convex hull of a uniform Donsker class is uniform Donsker. The book will be an essential reference for mathematicians working in infinite-dimensional central limit theorems, mathematical statisticians, and computer scientists working in computer learning theory. Problems are included at the end of each chapter so the book can also be used as an advanced text.

目次

• 1. Donsker's theorem and inequalities
• 2. Gaussian processes, sample continuity
• 3. Definition of Donsker classes
• 4. Vapnik-Cervonenkis combinatorics
• 5. Measurability
• 6. Limit theorems for VC-type classes
• 7. Metric entropy with bracketing
• 8. Approximation of functions and sets
• 9. Two samples and the bootstrap
• 10. Uniform and universal limit theorems
• 11. Classes too large to be Donsker
• Appendix A. Differentiating under an integral sign
• Appendix B. Multinomial distributions
• Appendix C. Measures on nonseparable metric spaces
• Appendix D. An extension of Lusin's theorem
• Appendix E. Bochner and Pettis integrals
• Appendix F. Non-existence of some linear forms
• Appendix G. Separation of analytic sets
• Appendix H. Young-Orlicz spaces
• Appendix I. Versions of isonormal processes.

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詳細情報

• NII書誌ID(NCID): BB15031053
• ISBN:
  • 9780521498845
  • 9780521738415
• LCCN: 2013011303
• 出版国コード: us
• タイトル言語コード: eng
• 本文言語コード: eng
• 出版地: New York
• ページ数/冊数: xii, 472 p.
• 大きさ: 24 cm
• 分類:
  • LCC : QA273.67
  • DC23 : 519.2
• 件名:
  • LCSH : Central limit theorem
• 親書誌ID:
  • BA00109761