Optimization Based Data Mining: Theory and Applications

Yong Shi, Yingjie Tian, Gang Kou, Yi Peng, Jianping Li ... 316 pages - Publisher: Springer; (May, 2011) ... Language: English - ASIN: B00F5QT36Q by Amazon.

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.

Optimization Based Data Mining: Theory and Applications, Yong Shi, Yingjie Tian, Gang Kou, Yi Peng, Jianping Li

Post a Comment

Hello. GeoTeknikk.COM’s portfolio of engineering resources provides comprehensive coverage across some disciplines: Civil Engineering [Coastal, Waterway & Ocean Engineering - Construction Engineering - Dams & Hydraulic Engineering - Earthquake Engineering - Geotechnical Engineering - Structural Engineering - Transportation Engineering - Engineering Economy and Mathematics] . Computer Engineering [Design and Build WebSites: HTML, JavaScript, CSS, ASP.Net, PHP, ASP - Programming Languages: Fortran, MatLab, Java, Python, Turbo Pascal, Visual Basic, C++] . Geology Engineering ... Environmental Engineering . GeoEnvironmental Engineering . Rock Engineering . Technical Drawing and CAD . English Language [IELTS, Grammar Books, Exercise (Work) Books, Dictionaries] .

Contact Form

Name

Email *

Message *

Theme images by blue_baron. Powered by Blogger.