Name: Applied Multivariate Statistical Analysis (en Inglés)
Price: 123.52 USD
Availability: InStock
Author: Wolfgang Karl Härdle; Léopold Simar; Matthias R. Fengler
ISBN: 9783031638329

portada Applied Multivariate Statistical Analysis (en Inglés)

Applied Multivariate Statistical Analysis (en Inglés)

Formato

Libro Físico

Editorial

Springer

Autor

Wolfgang Karl Härdle; Léopold Simar; Matthias R. Fengler

Idioma

Inglés

N° páginas

628

Encuadernación

Tapa Blanda

ISBN13

9783031638329

N° edición

Applied Multivariate Statistical Analysis (en Inglés)

Wolfgang Karl Härdle; Léopold Simar; Matthias R. Fengler (Autor) · Springer · Tapa Blanda

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Reseña del libro "Applied Multivariate Statistical Analysis (en Inglés)"

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.