Paper Title:
Improved Inter-Cluster Separation Algorithm
  Abstract

The inter-cluster separation (ICS) algorithm adds the separation item into the objective function to minimize the fuzzy Euclidean distance and maximize the inter-cluster separation. However, ICS is sensitive to noisy data, so an improved inter-cluster separation (IICS) algorithm is proposed to deal with this problem. It is claimed that IICS is an incorporation of ICS and improved possibilistic c-means (IPCM) clustering. IICS can produce both possibilities and memberships simultaneously, and it overcomes the noise sensitivity problem of ICS and the coincident clusters problem of possibilistic c-means (PCM) clustering. Further, IICS does not depend on the parameters that exist in IPCM. The experimental results show that IICS compares favorably with ICS.

  Info
Periodical
Key Engineering Materials (Volumes 439-440)
Edited by
Yanwen Wu
Pages
361-366
DOI
10.4028/www.scientific.net/KEM.439-440.361
Citation
X. H. Wu, B. Wu, J. W. Zhao, "Improved Inter-Cluster Separation Algorithm", Key Engineering Materials, Vols. 439-440, pp. 361-366, 2010
Online since
June 2010
Export
Price
$32.00
Share

In order to see related information, you need to Login.

In order to see related information, you need to Login.

Authors: Da Wang, Hong Yu Bian
Chapter 1: Mechatronics
Abstract:In order to further improve the accuracy of the sonar image registration, a novel hybrid algorithm was proposed. It proposed the normalized...
1811
Authors: Ji Guang Liu, Hai Yang Wang
Chapter 7: Other Related Topics
Abstract:This paper introduces a kind of fuzzy adaptive filtering algorithm. The whole process is divided into four steps. Plenty experimental...
1733
Authors: Xue Feng Wu, Yu Fan
Chapter 6: Mechatronics
Abstract:A new algorithms for parameters of an image irregular boundary circle parameters is presented, which is based on “Curve-Approximate Method”...
639
Authors: Zi Xu, Jing Yu
Chapter 6: Computational Simulation, Monitoring and Analysis in Manufacture
Abstract:This paper proposes the combined direction stochastic approximation method for solving simulation-based optimization problems. The new...
688
Authors: Shu Hua Ma, Jin Kuan Wang, Zhi Gang Liu, Hou Yan Jiang
Chapter 1: Applied Mechanics and Measurement Technology of Detection and Monitoring
Abstract:Data measured and collected by WSNs is often unreliable and a big amount of anomaly data exist. Detecting these anomaly in energy-constrained...
226