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Language: English
Published by Springer International Publishing AG, Cham, 2014
ISBN 10: 3031004434 ISBN 13: 9783031004438
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Paperback. Condition: new. Paperback. While labeled data is expensive to prepare, ever increasing amounts of unlabeled data is becoming widely available. In order to adapt to this phenomenon, several semi-supervised learning (SSL) algorithms, which learn from labeled as well as unlabeled data, have been developed. In a separate line of work, researchers have started to realize that graphs provide a natural way to represent data in a variety of domains. Graph-based SSL algorithms, which bring together these two lines of work, have been shown to outperform the state-of-the-art in many applications in speech processing, computer vision, natural language processing, and other areas of Artificial Intelligence. Recognizing this promising and emerging area of research, this synthesis lecture focuses on graph-based SSL algorithms (e.g., label propagation methods). Our hope is that after reading this book, the reader will walk away with the following: (1) an in-depth knowledge of the current state-of-the-art in graph-based SSL algorithms, and the ability to implement them; (2) the ability to decide on the suitability of graph-based SSL methods for a problem; and (3) familiarity with different applications where graph-based SSL methods have been successfully applied. Table of Contents: Introduction / Graph Construction / Learning and Inference / Scalability / Applications / Future Work / Bibliography / Authors' Biographies / Index Table of Contents: Introduction / Graph Construction / Learning and Inference / Scalability / Applications / Future Work / Bibliography / Authors' Biographies / Index Shipping may be from multiple locations in the US or from the UK, depending on stock availability.
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Language: English
Published by Springer International Publishing AG, CH, 2009
ISBN 10: 3031004205 ISBN 13: 9783031004209
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Condition: Very Good. [ No Hassle 30 Day Returns ][ Ships Daily ] [ Underlining/Highlighting: NONE ] [ Writing: NONE ] [ Edition: Reprint ] Publisher: The MIT Press Pub Date: 9/22/2006 Binding: Hardcover Pages: 528 Reprint edition.
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Language: English
Published by Springer International Publishing AG, 2009
ISBN 10: 3031004205 ISBN 13: 9783031004209
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Language: English
Published by Springer International Publishing AG, 2009
ISBN 10: 3031004205 ISBN 13: 9783031004209
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Hardcover. Condition: Fine. Dust Jacket Condition: Very Good. Fine, minute shelf wear to dust jacket, pages bright and smooth, all around a nice tight used copy.
Language: English
Published by LAP LAMBERT Academic Publishing, 2010
ISBN 10: 3843379106 ISBN 13: 9783843379106
Seller: Zubal-Books, Since 1961, Cleveland, OH, U.S.A.
Condition: New. *Price HAS BEEN REDUCED by 10% until Tuesday, May 26 (SALE item)* 132 pp., paperback, new. - If you are reading this, this item is actually (physically) in our stock and ready for shipment once ordered. We are not bookjackers. Buyer is responsible for any additional duties, taxes, or fees required by recipient's country.
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