Introduction to Semi-Supervised Learning  book cover
1st Edition

Introduction to Semi-Supervised Learning

  • Available for pre-order. Item will ship after June 1, 2021
ISBN 9781439826096
June 1, 2021 Forthcoming by CRC Press
250 Pages 80 B/W Illustrations

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Book Description

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.