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Viser: Introduction to Semi-Supervised Learning
Introduction to Semi-Supervised Learning
Zenglin Xu og Irwin King
(2021)
Sprog: Engelsk
Detaljer om varen
- Hardback: 250 sider
- Udgiver: Taylor & Francis Group (Juni 2021)
- Forfattere: Zenglin Xu og Irwin King
- ISBN: 9781439826096
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.