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Introduction to Semi-Supervised Learning
Hardcover
Series: Chapman & Hall/CRC Machine Learning & Pattern Recognition
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ISBN13: 9781439826096
Publisher: Crc Pr Inc
Published: May 15 2015
Pages: 250
Language: English
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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