Statistical Regression and Classification

From Linear Models to Machine Learning

By:

Norman Matloff

Format:

Paperback / softback

Series:

Chapman & Hall/CRC Texts in Statistical Science

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Description

This text 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 math stat very sparingly and always in the context of something concrete, which means that readers can skip the math stat content entirely if they wish. The extras section is for those who feel comfortable with analysis using math stat.

Author Biography:

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.

Release date Australia

August 1st, 2017

Author

Norman Matloff

Audiences

Professional & Vocational
Tertiary Education (US: College)

Pages

532

Series

Chapman & Hall/CRC Texts in Statistical Science

ISBN-13

9781498710916

Product ID

25682320

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