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Multiview Machine Learning - Research Book

Multiview Machine Learning - Research Book

Latest Research Book in Multiview Machine Learning

Author(s) Name:   Shiliang SunLiang Mao,Ziang DongLidan Wu

About the Book:

   This book provides a unique, in-depth discussion of multiview learning, one of the fastest developing branches in machine learning. Multiview Learning has been proved to have good theoretical underpinnings and great practical success. This book describes the models and algorithms of multiview learning in real data analysis. Incorporating multiple views to improve the generalization performance, multiview learning is also known as data fusion or data integration from multiple feature sets.
   This self-contained book is applicable for multi-modal learning research, and requires minimal prior knowledge of the basic concepts in the field. It is also a valuable reference resource for researchers working in the field of machine learning and also those in various application domains.

Table of Contents

  • Introduction
  • Multiview Semi-supervised Learning
  • Multiview Subspace Learning
  • Multiview Supervised Learning
  • Multiview Clustering
  • Multiview Active Learning
  • Multiview Transfer Learning and Multitask Learning
  • Multiview Deep Learning
  • View Construction
  • ISBN:  978-981-13-3029-2

    Publisher:  Springer

    Year of Publication:  2019

    Book Link:  Home Page Url