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Machine Learning in Complex Networks

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...

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Detalles Bibliográficos
Clasificación:Libro Electrónico
Autores principales: Christiano Silva, Thiago (Autor), Zhao, Liang (Autor)
Autor Corporativo: SpringerLink (Online service)
Formato: Electrónico eBook
Idioma:Inglés
Publicado: Cham : Springer International Publishing : Imprint: Springer, 2016.
Edición:1st ed. 2016.
Temas:
Acceso en línea:Texto Completo
Tabla de Contenidos:
  • 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.