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Statistical Regression and Classification

From Linear Models to Machine Learning
Book Hero Magic crafted this summary to help describe this book. While it's new and still learning, it may not be perfect - your feedback is welcome! Summary
Statistical Regression and Classification by Norman Matloff offers a contemporary introduction to regression and classification techniques, focussing particularly on big data applications and the R programming language. The book is structured to cater to diverse readers, with each chapter divided into a main body that minimises mathematical statistics to practical examples, and an extras section that delves deeper into mathematical analysis for those interested.
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Format: Hardback
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Book Hero Magic created this recommendation. While it's new and still learning, it may not be perfect - your feedback is welcome! IS THIS YOUR NEXT READ?

This text is ideal for students and practitioners in data science and statistics who seek a practical yet modern approach to regression and classification, especially those using R. It suits both beginners wanting to avoid intensive mathematical details and more advanced readers desiring in-depth analytical content.

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This text provides a modern introduction to regression and classification with an emphasis on big data and R. The main body uses math stat sparingly and always in the context of something concrete; readers can skip the math stat content entirely if they wish.

Book Hero Magic formatted this description to make it easier to read. While it's new and still learning, it may not be perfect - your feedback is welcome! Description

Statistical Regression and Classification provides a modern introduction to regression and classification with an emphasis on big data and R.

Each chapter is partitioned into a main body section and an extras section. The main body uses mathematical statistics very sparingly and always in the context of something concrete. This means that readers can skip the mathematical statistics content entirely if they wish.

The extras section is for those who feel comfortable with analysis using mathematical statistics.

Book Details

INFORMATION

ISBN: 9781138066465

Publisher: Taylor & Francis Ltd

Format: Hardback

Date Published: 20 July 2017

Country: United Kingdom

Imprint: CRC Press

Audience: Tertiary education, Professional and scholarly

DIMENSIONS

Width: 156.0mm

Height: 234.0mm

Weight: 1140g

Pages: 532

About the Author

Norman Matloff is a professor of computer science at the University of California, Davis, and was a founder of the Statistics Department at that institution. Statistical Regression and Classification: From Linear Models to Machine Learning was awarded the 2017 Ziegel Award for the best book reviewed in Technometrics in 2017. His current research focus is on recommender systems, and applications of regression methods to small area estimation and bias reduction in observational studies. He is on the editorial boards of the Journal of Statistical Computation and the R Journal. An award-winning teacher, he is the author of The Art of R Programming and Parallel Computation in Data Science: With Examples in R, C++ and CUDA.

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  • Statistical Regression and Classification
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