Statistical Mechanics of Neural Networks

by Haiping Huang

Book Overview

Chapter 1: Introduction

Chapter 2: Spin Glass Models and Cavity Method

Chapter 3: Variational Mean-Field Theory and Belief Propagation

Chapter 4: Monte-Carlo Simulation Methods

Chapter 5: High-Temperature Expansion Techniques

Chapter 6: Nishimori Model

Chapter 7: Random Energy Model

Chapter 8: Statistical Mechanics of Hopfield Model

Chapter 9: Replica Symmetry and Symmetry Breaking

Chapter...

• Format: Hardcover
• Language: English
• ISBN: 9811675694
• ISBN13: 9789811675690
• Release Date: January 2022
• Publisher: Springer
• Length: 296 Pages
• Weight: 1.36 lbs.
• Dimensions: 0.8" x 6.1" x 9.2"