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Applied Multivariate Statistical Analysis

Name: Applied Multivariate Statistical Analysis
Brand: Springer, Berlin
SKU: 46043232
Price: 42780 HUF
Availability: InStock
Author: Wolfgang Karl Härdle
ISBN: 9783031638329

Wolfgang Karl Härdle

Léopold Simar

Matthias R. Fengler

Language

English

Book Hardback

Libristo code: 46043232

Publishers Springer, Berlin, August 2024

Now in its sixth edition, this textbook presents the tools and concepts used in multivariate data an... Full description

Libristo code: 46043232

292 b

42 780 Ft

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Now in its sixth edition, this textbook presents the tools and concepts used in multivariate data analysis in a style accessible for non-mathematicians and practitioners. Each chapter features hands-on exercises that showcase applications across various fields of multivariate data analysis. These exercises utilize high-dimensional to ultra-high-dimensional data, reflecting real-world challenges in big data analysis.

For this new edition, the book has been updated and revised and now includes new chapters on modern machine learning techniques for dimension reduction and data visualization, namely locally linear embedding, t-distributed stochastic neighborhood embedding, and uniform manifold approximation and projection, which overcome the shortcomings of traditional visualization and dimension reduction techniques.

Solutions to the book's exercises are supplemented by R and MATLAB or SAS computer code and are available online on the Quantlet and Quantinar platforms. Practical exercises from this book and their solutions can also be found in the accompanying Springer book by W.K. Härdle and Z. Hlávka: Multivariate Statistics - Exercises and Solutions.