Wolfgang Karl Härdle: Applied Multivariate Statistical Analysis, Kartoniert / Broschiert
Applied Multivariate Statistical Analysis
Buch
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Aktueller Preis: EUR 117,33
- Verlag:
- Springer International Publishing, 09/2024
- Einband:
- Kartoniert / Broschiert, Paperback
- Sprache:
- Englisch
- ISBN-13:
- 9783031638329
- Artikelnummer:
- 11985953
- Umfang:
- 632 Seiten
- Nummer der Auflage:
- 24006
- Ausgabe:
- Sixth Edition 2024
- Gewicht:
- 943 g
- Maße:
- 235 x 155 mm
- Stärke:
- 34 mm
- Erscheinungstermin:
- 29.9.2024
- Hinweis
-
Achtung: Artikel ist nicht in deutscher Sprache!
Klappentext
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.
Biografie (Wolfgang Karl Härdle)
Wolfgang Karl Härdle is a Professor of Statistics at the Humboldt-Universität zu Berlin and the Director of CASE the Centre for Applied Statistics and Economics. He teaches quantitative finance and semi-parametric statistical methods. His research focuses on dynamic factor models, multivariate statistics in finance and computational statistics. He is an elected member of the ISI and an advisor to the Guanghua School of Management, Peking University and to National Central University, Taiwan.
Wolfgang Karl Härdle, Matthias R. Fengler, Léopold Simar
Applied Multivariate Statistical Analysis
Aktueller Preis: EUR 117,33