Machine Learning in Complex Networks

• Main Authors: Christiano Silva, Thiago (Author), Zhao, Liang (Author)
• Corporate Author: SpringerLink (Online service)
• Format: Electronic eBook
• Language: English
• Published: Cham : Springer International Publishing : Imprint: Springer, 2016.
• Edition: 1st ed. 2016.
• Subjects: Computer science.; Science.; Data mining.; Artificial intelligence.; Pattern recognition.; Physics.; Computational intelligence.; Computer Science.; Artificial Intelligence (incl. Robotics).; Computational Intelligence.; Complex Networks.; Science, general.; Data Mining and Knowledge Discovery.; Pattern Recognition.

This book explores the features and advantages offered by complex networks in the domain of machine learning. In the first part of the book, we present an overview on complex networks and machine learning. Then, we provide a comprehensive description on network-based machine learning. In addition, w...

Table of Contents:

• Introduction
• Complex Networks
• Machine Learning
• Network Construction Techniques
• Network-Based Supervised Learning
• Network-Based Unsupervised Learning
• Network-Based Semi-Supervised Learning
• Case Study of Network-Based Supervised Learning: High-Level Data Classification
• Case Study of Network-Based Unsupervised Learning: Stochastic Competitive Learning in Networks
• Case Study of Network-Based Semi-Supervised Learning: Stochastic Competitive-Cooperative Learning in Networks.