Multivariate Statistics and Machine Learning in R For Beginners

Language: English

Published by Springer, Palgrave Macmillan Jan 2026, 2026

3032018501 / 9783032018502

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This item is printed on demand - Print on Demand Titel. Neuware -This book is more than just a book it is a full course designed as an interactive guide for beginners in multivariate analysis. Combining theoretical videos with practical examples in R, it offers readers a unique blend of theory, practice, and application in biology and medicine. In an era where data-driven insights shape every field, mastering multivariate statistics and machine learning techniques has never been more essential.Each chapter links directly to videos, which explain the theoretical foundations of the statistical or machine learning methods in a basic way. Following each video, readers will find R code that replicates the analyses presented in the videos, empowering them to see real-world applications in action. Many exercises are included, allowing the readers to test their understanding of each concept through hands-on practice.The book covers a comprehensive range of essential topics in multivariate statistics and machine learning, including fundamentals of matrix operations, multivariate plotting, and correlation, as well as methods for multivariate data analysis such as multivariate analysis of variance (MANOVA), principal component analysis (PCA), clustering, decision trees, discriminant analysis, random forest, partial least squares (PLS), canonical correlation analysis (CCA) and survival analysis. It also includes two case studies that reproduce the multivariate analyses in two scientific papers related to drug discovery and biomarker identification.By integrating videos with practical coding examples, this text makes complex topics accessible for beginners. The interactive learning approach ensures that readers not only grasp the statistical theories and machine learning concepts but also gain the confidence to apply them effectively in real-world scenarios.Springer-Verlag KG, Sachsenplatz 4-6, 1201 Wien 416 pp. Englisch.…

Seller Inventory # 9783032018502

Title
Multivariate Statistics and Machine Learning in R For Beginners
Author
Andreas Tilevik
Publisher
Springer, Palgrave Macmillan Jan 2026
Publication year
2026
Condition
Neu
Binding
Buch
Language
English
ISBN 10
3032018501
ISBN 13
9783032018502
Item weight
785 grams
Dimensions
241x160x28 mm

buchversandmimpf2000

Emtmannsberg, BAYE, Germany

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