9781439826096

Introduction to Semi-Supervised Learning

by: ;
  • ISBN 13:

    9781439826096

  • ISBN 10:

    1439826099

  • Edition: 1st
  • Format: Hardcover
  • Copyright: 06/01/2021
  • Publisher: CRC Press

Note: Not guaranteed to come with supplemental materials (access cards, study guides, lab manuals, CDs, etc.)

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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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