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Book details
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Author : Mark Stamp
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Pages : 364 pages
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Publisher : Chapman and Hall/CRC 2017-08-11
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Language : English
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ISBN-10 : 1138626783
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ISBN-13 : 9781138626782
Book Synopsis
Introduction to Machine Learning with Applications in Information Security provides a class-tested introduction to a wide variety of machine
learning algorithms, reinforced through realistic applications. The book is accessible and doesn’t prove theorems, or otherwise dwell on
mathematical theory. The goal is to present topics at an intuitive level, with just enough detail to clarify the underlying concepts. The book
covers core machine learning topics in-depth, including Hidden Markov Models, Principal Component Analysis, Support Vector Machines, and
Clustering. It also includes coverage of Nearest Neighbors, Neural Networks, Boosting and AdaBoost, Random Forests, Linear Discriminant
Analysis, Vector Quantization, Naive Bayes, Regression Analysis, Conditional Random Fields, and Data Analysis. Most of the examples in the
book are drawn from the field of information security, with many of the machine learning applications specifically focused on malware. The
applications presented are designed to demystify machine learning techniques by providing straightforward scenarios. Many of the exercises in
this book require some programming, and basic computing concepts are assumed in a few of the application sections. However, anyone with a
modest amount of programming experience should have no trouble with this aspect of the book. Instructor resources, including PowerPoint
slides, lecture videos, and other relevant material are provided on an accompanying website: http://www.cs.sjsu.edu/~stamp/ML/. For the
reader’s benefit, the figures in the book are also available in electronic form, and in color. About the Author Mark Stamp has been a Professor of
Computer Science at San Jose State University since 2002. Prior to that, he worked at the National Security Agency (NSA) for seven years, and
a Silicon Valley startup company for two years. He received his Ph.D. from Texas Tech University in 1992. His love affair with machine
learning began in the early 1990s, when he was working at the NSA, and continues today at SJSU, where he has supervised vast numbers of
master’s student projects, most of which involve a combination of information security and machine learning.