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Introduction to Semi-Supervised Learning,9781439826096
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Introduction to Semi-Supervised Learning

by ;
Edition:
1st
ISBN13:

9781439826096

ISBN10:
1439826099
Format:
Hardcover
Pub. Date:
5/15/2016
Publisher(s):
CRC Press

Questions About This Book?

What version or edition is this?
This is the 1st edition with a publication date of 5/15/2016.
What is included with this book?
  • The New copy of this book will include any supplemental materials advertised. Please check the title of the book to determine if it should include any CDs, lab manuals, study guides, etc.

Summary

Including the historical background and recent advances in the field as well as theoretical perspectives and real-world applications, this book outlines a systematic framework for implementing semi-supervised learning methods. It provides a toolbox on semi-supervised learning algorithms, presenting illustrations and examples of each algorithm. The book defines and distinguishes supervised learning, unsupervised learning, semi-supervised learning, and other relevant learning tasks. It discusses important semi-supervised learning models, including generative models for semi-supervised learning, semi-supervised support vector machines, and graph-based semi-supervised learning methods. 


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