Introduction to High-Dimensional Statistics
eBook - PDF

Introduction to High-Dimensional Statistics

  1. 270 pages
  2. English
  3. PDF
  4. Available on iOS & Android
eBook - PDF

Introduction to High-Dimensional Statistics

Book details
Table of contents
Citations

About This Book

Ever-greater computing technologies have given rise to an exponentially growing volume of data. Today massive data sets (with potentially thousands of variables) play an important role in almost every branch of modern human activity, including networks, finance, and genetics. However, analyzing such data has presented a challenge for statisticians

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Yes, you can access Introduction to High-Dimensional Statistics by Christophe Giraud in PDF and/or ePUB format, as well as other popular books in Economics & Statistics for Business & Economics. We have over one million books available in our catalogue for you to explore.

Information

Publisher
Chapman and Hall/CRC
Year
2014
ISBN
9781482237955
Edition
1
Topic
Economics
Subtopic
Statistics for Business & Economics
Index
Economics

Table of contents

  1. Front Cover
  2. Contents
  3. Preface
  4. Acknowledgments
  5. Chapter 1: Introduction
  6. Chapter 2: Model Selection
  7. Chapter 3: Aggregation of Estimators
  8. Chapter 4: Convex Criteria
  9. Chapter 5: Estimator Selection
  10. Chapter 6: Multivariate Regression
  11. Chapter 7: Graphical Models
  12. Chapter 8: Multiple Testing
  13. Chapter 9: Supervised Classification
  14. Appendix A: Gaussian Distribution
  15. Appendix B: Probabilistic Inequalities
  16. Appendix C: Linear Algebra
  17. Appendix D: Subdifferentials of Convex Functions
  18. Appendix E: Reproducing Kernel Hilbert Spaces
  19. Notations
  20. Bibliography
  21. Back Cover