Behavior Analysis with Machine Learning Using R by Enrique Garcia Ceja

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Summary

This book introduces machine learning and deep learning concepts and algorithms applied to a diverse set of behavior analysis problems. It focuses on the practical aspects of solving such problems based on data collected from sensors or stored in electronic records.

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Behavior Analysis with Machine Learning Using R by Enrique Garcia Ceja

This book introduces machine learning and deep learning concepts and algorithms applied to a diverse set of behavior analysis problems. It focuses on the practical aspects of solving such problems based on data collected from sensors or stored in electronic records.

"The book presents a significant multifold contribution to the modern state of art of artificial intelligence: it combines methods of machine learning and deep learning neural networks, automatic data reading and processing from sensors of various kind, and the R tools permitting to perform all the needed estimationsClear exposition of numerous methods makes the book valuable for undergraduate and graduate students who want to learn the fundamentals of machine learning and deep learning, and for more experienced researchers who want to apply machine learning to analyze data from different disciplines. And last but not least—the book is illustrated with multiple color comics strips which make reading even more pleasant."
– Technometrics

"Behavior Analysis with Machine Learning Using R seamlessly integrates (1) an introduction to machine learning, (2) how to build machine learning models with R, and (3) how to apply these models to human behavior. The text is well written, concise, clear, and engaging – one of the best introductions to the topic of machine learning that I have read. The methodology is clearly explained without getting bogged down in the mathematics. At the same time, the code examples clearly demonstrate the underlying mechanics of each approach. The examples are fresh and unique. Anyone interested in machine learning will find the book valuable. For those interested in human behavioral analysis with R, there is no better book currently available."
- Robert Kabacoff – Professor, Wesleyan University, United States of America; author of R in Action

"In summary, this is an excellent book for those who attempt to use machine learning methods to deal with human behavioral data with R. The book covers the most popular methods and essential topics in machine learning while providing analysis examples implemented in the R program."
- Charlotte Wang, National Taiwan University, Biometrics, September 2022

Enrique is a Data Scientist at Optimeering. He was previously a Researcher at SINTEF, Norway. He also worked as a PostDoc at the University of Oslo. For the last 11 years, he has been conducting research on behavior analysis using machine learning. Feel free to contact him for any questions, comments, and feedback. e-mail: e.g.mx [at] ieee.org twitter: https://twitter.com/e_g_mx website: http://www.enriquegc.com
SKU Unavailable
ISBN 13 9781032067049
ISBN 10 1032067047
Title Behavior Analysis with Machine Learning Using R
Author Enrique Garcia Ceja
Series Chapman And Hall Crc: The R Series
Condition Unavailable
Binding Type Hardback
Publisher Taylor & Francis Ltd
Year published 2021-11-26
Number of pages 432
Cover note Book picture is for illustrative purposes only, actual binding, cover or edition may vary.