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Bücher Englische Bücher Wissen & Bildung Naturwissenschaft, Medizin, Informatik, Technik Informatik & EDV Informatik Optimization Based Data Mining: Theory and Applications
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Optimization Based Data Mining: Theory and Applications
Yong Shi, Yingjie Tian, Gang Kou, Yi Peng, Jianping Li (Gebundene Ausgabe, Englisch)
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Beschreibung
Optimization techniques have been widely adopted to implement various data mining algorithms. In addition to well-known Support Vector Machines (SVMs) (which are based on quadratic programming), different versions of Multiple Criteria Programming (MCP) have been extensively used in data separations. Since optimization based data mining methods differ from statistics, decision tree induction, and… neural networks, their theoretical inspiration has attracted many researchers who are interested in algorithm development of data mining. Optimization based Data Mining: Theory and Applications , mainly focuses on MCP and SVM especially their recent theoretical progress and real-life applications in various fields. These include finance, web services, bio-informatics and petroleum engineering, which has triggered the interest of practitioners who look for new methods to improve the results of data mining for knowledge discovery. Most of the material in this book is directly from the research and application activities that the authors’ research group has conducted over the last ten years. Aimed at practitioners and graduates who have a fundamental knowledge in data mining, it demonstrates the basic concepts and foundations on how to use optimization techniques to deal with data mining problems. Dieses Produkt haben wir gerade leider nicht auf Lager.
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Technische Daten
Erscheinungsdatum
18.05.2011
Sprache
Englisch
EAN
9780857295033
Herausgeber
Springer London
Serien- oder Bandtitel
Advanced Information and Knowledge Processing
Sonderedition
Nein
Autor
Yong Shi, Yingjie Tian, Gang Kou, Yi Peng, Jianping Li
Seitenanzahl
316
Auflage
1
Einbandart
Gebundene Ausgabe
Schlagwörter
Convex Optimization, Data Mining, Machine Learning, Multiple Criteria Linear Programming, Optimization, Statistical Learning Theory, Support Vector Machines
Thema-Inhalt
UNF - Data Mining
UYQE - Wissensbasierte Systeme, Expertensysteme
UK - Computerhardware
Höhe
235 mm
Breite
15.5 cm
Hersteller: Springer, Europaplatz 3, Heidelberg, Deutschland, 69115, ProductSafety@springernature.com, Springer Nature Customer Service Center GmbH
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