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Fundamentals of High-Dimensional Statistics

Fundamentals of High-Dimensional Statistics

With Exercises and R Labs

by Johannes Lederer
Paperback
Publication Date: 18/11/2022

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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.
ISBN:
9783030737948
9783030737948
Category:
Probability & statistics
Format:
Paperback
Publication Date:
18-11-2022
Publisher:
Springer Nature Switzerland AG
Country of origin:
Switzerland
Pages:
355
Dimensions (mm):
235x155mm
Weight:
0.57kg

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