Advances in K-means Clustering

Advances in K-means Clustering
Author :
Publisher : Springer Science & Business Media
Total Pages : 187
Release :
ISBN-10 : 9783642298073
ISBN-13 : 3642298079
Rating : 4/5 (079 Downloads)

Book Synopsis Advances in K-means Clustering by : Junjie Wu

Download or read book Advances in K-means Clustering written by Junjie Wu and published by Springer Science & Business Media. This book was released on 2012-07-09 with total page 187 pages. Available in PDF, EPUB and Kindle. Book excerpt: Nearly everyone knows K-means algorithm in the fields of data mining and business intelligence. But the ever-emerging data with extremely complicated characteristics bring new challenges to this "old" algorithm. This book addresses these challenges and makes novel contributions in establishing theoretical frameworks for K-means distances and K-means based consensus clustering, identifying the "dangerous" uniform effect and zero-value dilemma of K-means, adapting right measures for cluster validity, and integrating K-means with SVMs for rare class analysis. This book not only enriches the clustering and optimization theories, but also provides good guidance for the practical use of K-means, especially for important tasks such as network intrusion detection and credit fraud prediction. The thesis on which this book is based has won the "2010 National Excellent Doctoral Dissertation Award", the highest honor for not more than 100 PhD theses per year in China.

Advances in K-means Clustering Related Books

Advances in K-means Clustering
Language: en
Pages: 187
Authors: Junjie Wu
Categories: Computers
Type: BOOK - Published: 2012-07-09 - Publisher: Springer Science & Business Media

GET EBOOK

Nearly everyone knows K-means algorithm in the fields of data mining and business intelligence. But the ever-emerging data with extremely complicated characteri
Knowledge and Systems Engineering
Language: en
Pages: 673
Authors: Viet-Ha Nguyen
Categories: Technology & Engineering
Type: BOOK - Published: 2014-09-29 - Publisher: Springer

GET EBOOK

This volume contains papers presented at the Sixth International Conference on Knowledge and Systems Engineering (KSE 2014), which was held in Hanoi, Vietnam, d
Computational Intelligence and Information Technology
Language: en
Pages: 900
Authors: Vinu V Das
Categories: Computers
Type: BOOK - Published: 2011-12-10 - Publisher: Springer

GET EBOOK

This book constitutes the proceedings of the First International Conference on Computational Intelligence and Information Technology, CIIT 2011, held in Pune, I
Recent Advances in Hybrid Metaheuristics for Data Clustering
Language: en
Pages: 196
Authors: Sourav De
Categories: Computers
Type: BOOK - Published: 2020-06-02 - Publisher: John Wiley & Sons

GET EBOOK

An authoritative guide to an in-depth analysis of various state-of-the-art data clustering approaches using a range of computational intelligence techniques Rec
Advances in Artificial Intelligence - IBERAMIA 2008
Language: en
Pages: 476
Authors: Hector Geffner
Categories: Computers
Type: BOOK - Published: 2008-09-29 - Publisher: Springer Science & Business Media

GET EBOOK

IBERAMIA is the international conference series of the Ibero-American Art- cialIntelligencecommunitythathasbeenmeetingeverytwoyearssincethe1988 meeting in Barce