VLSI and Hardware Implementations using Modern Machine Learning Methods

4 Machine Learning Methods for Hardware Security

Soma Saha¹ and Bodhisatwa Mazumdar²

¹Department of Computer Engineering, SGSITS Indore, Indore, Madhya Pradesh, India

²Department of Computer Science and Engineering, IIT Indore, Indore, Madhya Pradesh, India

1. CONTENTS
2. 4.1 Introduction
3. 4.2 Preliminaries
4. 4.2.1 Machine Learning Models Used in Hardware Security
5. 4.2.1.1 Supervised Learning
6. 4.2.2 Unsupervised Learning
7. 4.2.2.1 Clustering Algorithms
8. 4.2.2.2 K-means Clustering Algorithm
9. 4.2.2.3 Partitioning Around Medoids (PAM)
10. 4.2.2.4 Density-Based Spatial Clustering (DBSCAN) and Ordering Points to Identify the Clustering Structure (OPTICS)
11. 4.2.3 Feature Selection and Dimensionality Reduction
12. 4.2.3.1 Genetic Algorithms
13. 4.2.3.2 Pearson's Correlation ...