Introduction to Machine Learning with Applications in Information Security

Description

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.

Get the book

Amazon.com

Search the book

eBay.com

Search the book

Other editions

• 

  Introduction to Machine Learning with Applications in Information Security

  • 2022-09-27
  • 498 pages
  • Ebook
  • CRC Press
• 

  Introduction to Machine Learning with Applications in Information Security

  • 2017-09-22
  • 346 pages
  • Paperback
  • CRC Press

Similar books

• 

  Taxation for Decision Makers, Binder Ready Version

  By Shirley Dennis-Escoffier, Karen A. Fortin

  [LO 8.2] The Timberlake Corporation has an opportunity to sell its manufacturing facility to Carroll Corporation for $4,500,000. The property has a basis of ...

• 

  Taxation for Decision Makers, 2019 Edition

  By Shirley Dennis-Escoffier, Karen A. Fortin

  [LO 9.2] The Timberlake Corporation has an opportunity to sell its manufacturing facility to Carroll Corporation for $4,500,000. The property has a basis of ...

• 

  Taxation for Decision Makers, 2020

  By Shirley Dennis-Escoffier, Karen A. Fortin

  [LO 9.2] The Timberlake Corporation has an opportunity to sell its manufacturing facility to Carroll Corporation for $4,500,000. The property has a basis of ...

• 

  Keeping House in Lusaka

  By Karen Tranberg Hansen

  1934. Memorandum on the Native Tribes and Tribal Areas of Northern Rhodesia . Lusaka : Government Printer . Timberlake , Michael , ed . 1985.

• 

  Encyclopedia of Community: From the Village to the Virtual World

  By DAVID LEVINSON, KAREN CHRISTENSEN

  Timberlake, L. (1987). Only one Earth. London: BBC Books: Earthscan. Tinker, I. (1987). Street foods: Testing assumptions about informal sector by women and ...

• 

  Taxation for Decision Makers 2006

  By Shirley Dennis-Escoffier, Karen Fortin

  The Timberlake Corporation has an opportunity to sell its manufacturing facility to Carroll Corporation for $ 4,500,000 . The property has a basis of ...

• 

  Handbook of Organizational Performance: Behavior Analysis and Management

  By William K Redmon, Thomas C Mawhinney, Carl Merle Johnson

  Timberlake (1980, 1984) promulgated a behavioral-regulation analysis of learned performance that emphasizes the importance of behavioral.

• 

  Money and the Rule of Law: Generality and Predictability in Monetary Institutions

  By Peter J. Boettke, Alexander William Salter, Daniel J. Smith

  190; Timberlake 1993, pp. 356–357). By increasing fiscal expenditures, President Carter may have successfully cornered the Fed into delaying tighter ...

• 

  Economic Politics: The Costs of Democracy

  By William R. Keech, William R Keech

  ( Timberlake , 1993 , p . 4 ) The same was true of the second Bank of the United States , which was chartered in 1816. However , under the leadership of ...

• 

  Handbook of Organizational Performance: Behavior Analysis and Management

  By William K Redmon, Thomas C Mawhinney, Carl Merle Johnson

  Schlinger, H. and Blakely, E. (1987). Function-altering effects of ... Timberlake, W. and Allison, J. (1974). Response deprivation: An empirical 48 HANDBOOK ...