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Springer Texts in Statistics
cover

Fundamentals of High-Dimensional Statistics

With Exercises and R Labs

Authors: Lederer, Johannes

  • Introduces readers to the mathematical tools and principles of high-dimensional statistics
  • Includes numerous exercises, many of them with detailed solutions
  • Features computer labs in R that convey valuable practical insights
  • Offers suggestions for further reading
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eBook 93,08 €
price for Spain (gross)
  • The eBook version of this title will be available soon
  • Due: August 2, 2021
  • ISBN 978-3-030-73792-4
  • Digitally watermarked, DRM-free
  • Included format:
  • ebooks can be used on all reading devices
Hardcover 114,39 €
price for Spain (gross)
  • Due: August 2, 2021
  • ISBN 978-3-030-73791-7
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • The final prices may differ from the prices shown due to specifics of VAT rules
About this Textbook

This textbook provides a step-by-step introduction to the tools and principles of high-dimensional statistics. Each chapter is complemented by numerous exercises, many of them with detailed solutions, and computer labs in R that convey valuable practical insights. The book covers the theory and practice of high-dimensional linear regression, graphical models, and inference, ensuring readers have a smooth start in the field. It also offers suggestions for further reading. Given its scope, the textbook is intended for beginning graduate and advanced undergraduate students in statistics, biostatistics, and bioinformatics, though it will be equally useful to a broader audience.

About the authors

Johannes Lederer is a Professor of Statistics at the Ruhr-University Bochum, Germany. He received his PhD in mathematics from the ETH Zürich and subsequently held positions at UC Berkeley, Cornell University, and the University of Washington. He has taught high-dimensional statistics to applied and mathematical audiences alike, e.g. as a Visiting Professor at the Institute of Statistics, Biostatistics, and Actuarial Sciences at UC Louvain, and at the University of Hong Kong Business School.

Buy this book

eBook 93,08 €
price for Spain (gross)
  • The eBook version of this title will be available soon
  • Due: August 2, 2021
  • ISBN 978-3-030-73792-4
  • Digitally watermarked, DRM-free
  • Included format:
  • ebooks can be used on all reading devices
Hardcover 114,39 €
price for Spain (gross)
  • Due: August 2, 2021
  • ISBN 978-3-030-73791-7
  • Free shipping for individuals worldwide
  • Institutional customers should get in touch with their account manager
  • Covid-19 shipping restrictions
  • The final prices may differ from the prices shown due to specifics of VAT rules
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Bibliographic Information

Bibliographic Information
Book Title
Fundamentals of High-Dimensional Statistics
Book Subtitle
With Exercises and R Labs
Authors
Series Title
Springer Texts in Statistics
Copyright
2021
Publisher
Springer International Publishing
Copyright Holder
The Editor(s) (if applicable) and The Author(s), under exclusive licence to Springer Nature Switzerland AG
eBook ISBN
978-3-030-73792-4
DOI
10.1007/978-3-030-73792-4
Hardcover ISBN
978-3-030-73791-7
Series ISSN
1431-875X
Edition Number
1
Number of Pages
X, 427
Number of Illustrations
13 b/w illustrations, 21 illustrations in colour
Topics