Rule Extraction from Support Vector Machines

Lingua: inglese

Editore: Springer Nov 2010, 2010

3642094635 / 9783642094637

Da: buchversandmimpf2000, Emtmannsberg, BAYE, Germaniabuchversandmimpf2000

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This item is printed on demand - Print on Demand Titel. Neuware -Support vector machines (SVMs) are one of the most active research areas in machine learning. SVMs have shown good performance in a number of applications, including text and image classification. However, the learning capability of SVMs comes at a cost - an inherent inability to explain in a comprehensible form, the process by which a learning result was reached. Hence, the situation is similar to neural networks, where the apparent lack of an explanation capability has led to various approaches aiming at extracting symbolic rules from neural networks. For SVMs to gain a wider degree of acceptance in fields such as medical diagnosis and security sensitive areas, it is desirable to offer an explanation capability. User explanation is often a legal requirement, because it is necessary to explain how a decision was reached or why it was made. This book provides an overview of the field and introduces a number of different approaches to extracting rules from support vector machines developed by key researchers. In addition, successful applications are outlined and future research opportunities are discussed. The book is an important reference for researchers and graduate students, and since it provides an introduction to the topic, it will be important in the classroom as well. Because of the significance of both SVMs and user explanation, the book is of relevance to data mining practitioners and data analysts.Springer Nature Customer Service Center GmbH, Europaplatz 3, 69115 Heidelberg 276 pp. Englisch.…

Codice articolo 9783642094637

Titolo
Rule Extraction from Support Vector Machines
Autore
Joachim Diederich
Editore
Springer Nov 2010
Anno di pubblicazione
2010
Condizione
Neu
Rilegatura
Taschenbuch
Lingua
inglese
ISBN 10
3642094635
ISBN 13
9783642094637
Peso dell'articolo
423 grammi
Dimensioni
235x155x16 mm

buchversandmimpf2000

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ArticoloDa 60 a 60 giorni lavorativiDa 60 a 60 giorni lavorativi
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