Process of Extracting Uncover Patterns from Data: A Review

Extracting required patterns from huge amount of mixed data is an area of interest to the researchers. Various promising and already established algorithms are currently using in the name of Data Clustering. Clustering is used for partitioning the data into number of data sets or group. In this paper, we review four popular clustering algorithms from data mining perspective.

[1]  Jianhong Wu,et al.  Data clustering - theory, algorithms, and applications , 2007 .

[2]  Mohd. Noor Md. Sap,et al.  Hybrid self organizing map for overlapping clusters , 2008 .

[3]  Brian Everitt,et al.  Cluster analysis , 1974 .

[4]  Guojun Gan,et al.  Data Clustering: Theory, Algorithms, and Applications (ASA-SIAM Series on Statistics and Applied Probability) , 2007 .

[5]  Joachim M. Buhmann,et al.  Data clustering and learning , 1998 .

[6]  Sanghamitra Bandyopadhyay,et al.  Theoretical performance of genetic pattern classifier , 1999 .

[7]  Sanghamitra Bandyopadhyay,et al.  Pattern classification with genetic algorithms: Incorporation of chromosome differentiation , 1997, Pattern Recognit. Lett..

[8]  Sanghamitra Bandyopadhyay,et al.  Pixel classification using variable string genetic algorithms with chromosome differentiation , 2001, IEEE Trans. Geosci. Remote. Sens..

[9]  J. Carmichael,et al.  FINDING NATURAL CLUSTERS , 1968 .

[10]  Ujjwal Maulik,et al.  Gene Identification: Classical and Computational Intelligence Approaches , 2008, IEEE Transactions on Systems, Man, and Cybernetics, Part C (Applications and Reviews).

[11]  S. Bandyopadhyay,et al.  Nonparametric genetic clustering: comparison of validity indices , 2001, IEEE Trans. Syst. Man Cybern. Syst..

[12]  Dauid F. Percy Cluster Analysis (3rd Edition) , 1994 .

[13]  Francisco Azuaje,et al.  Discovering relevance knowledge in data: a growing cell structures approach , 2000, IEEE Trans. Syst. Man Cybern. Part B.

[14]  Ujjwal Maulik,et al.  An improved algorithm for clustering gene expression data , 2007, Bioinform..

[15]  Dorin Comaniciu,et al.  Mean Shift: A Robust Approach Toward Feature Space Analysis , 2002, IEEE Trans. Pattern Anal. Mach. Intell..

[16]  Carlo Tomasi,et al.  Mean shift is a bound optimization , 2005, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[17]  Eric R. Ziegel,et al.  Mastering Data Mining , 2001, Technometrics.