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AI, Machine Learning and Deep Learning
book

AI, Machine Learning and Deep Learning

by Fei Hu, Xiali Hei
June 2023
Intermediate to advanced
346 pages
12h 39m
English
CRC Press
Content preview from AI, Machine Learning and Deep Learning

1Machine Learning Attack Models

Jing Lin,1 Long Dang,2 Mohamed Rahouti,3 and Kaiqi Xiong1

1ICNS Lab and Cyber Florida, University of South Florida, Tampa, FL

2ICNS Lab & Computer Science and Engineering, University of South Florida, Tampa, FL

3Computer and Information Sciences, Fordham University, Bronx, NY

DOI: 10.1201/9781003187158-2

Contents

  1. 1.1Introduction
  2. 1.2Background
  3. 1.2.1Notation
  4. 1.2.2Support Vector Machines
  5. 1.2.3Neural Networks
  6. 1.3White-Box Adversarial Attacks
  7. 1.3.1L-BGFS Attack
  8. 1.3.2Fast Gradient Sign Method
  9. 1.3.3Basic Iterative Method
  10. 1.3.4DeepFool
  11. 1.3.5Fast Adaptive Boundary Attack
  12. 1.3.6Carlini and Wagner’s Attack
  13. 1.3.7Shadow Attack
  14. 1.3.8Wasserstein Attack
  15. 1.4Black-Box Adversarial Attacks
  16. 1.4.1Transfer Attack
  17. 1.4.2Score-based ...
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Publisher Resources

ISBN: 9781000878899