ANALYSIS OF CLIQUE BY MATRIX FACTORIZATION AND PARTITION METHODS
Journal Title: International Journal of Computer Science and Management Studies (IJCSMS) www.ijcsms.com - Year 2011, Vol 11, Issue 3
Abstract
In real life clustering of high dimensional data is a big problem. To find out the dense regions from increasing dimensions is one of them. We have already studied the clustering techniques of low dimensional data sets like k-means, k-mediod, BIRCH, CLARANS, CURE, DBScan, PAM etc. If a region is dense then it consists with number of data points with a minimum support of input parameter ø other wise it cannot take into clustering. So in this approach we have implemented CLIQUE to find out the clusters from multidimensional data sets. In dimension growth subspace clustering the clustering process start at single dimensional subspaces and grows upward to higher dimensional ones. It is a partition method where each dimension divided like a grid structure. In this paper the elimination of redundant objects from the regions by matrix factorization and partition method are implemented. The comparisons between CLIQUES with these two methods are studied. The redundant data point belongs to which region to form a cluster is also studied.
Authors and Affiliations
Raghunath Kar , Dr. Susant Kumar Das
Keywords
Related Articles
- EP ID EP119823
- DOI -
- Views 121
- Downloads 0
Attribute Based Perceptual Mapping Using Discriminant Analysis Regarding Selected Brands of Mobile Handsets: An Empirical Investigation in Haryana
Indian mobile handset industry has seen explosive growth backed by liberalization and heavy investment in the telecommunication infrastructure. With growth it becomes extremely important for mobile handset brands to posi...
MATERIAL HANDLING IN FLEXIBLE MANUFACTURING SYSTEM
The objective of this study is to analyze the system performance of a flexible manufacturing system cell. The study gives information on production potential of the cell by grouping common parts. To complete this, comput...
Strengthening the Role of Women in Indian society by Women Empowerment
Women constitute around half of the total world population so as in India also. They are therefore regarded as the better half of the society. In the past, there was a great distinction between men and women. Women were...
Investigation of OCDMA System Performance Against the effect of Dispersion & MAI
This paper presents the effect of dispersion and Multi Access Interference (MAI) of optical fiber on the Bit Error Rate (BER) performance of a Direct Sequence Optical Code Division Multiple Access (DS-OCDMA) network...
DATA MINING AND MOBILE COMMUNICATION: AN OVERVIEW
Mobile communication companies generate a tremendous amount of data. These data include call detail data, which describes the calls that traverse the mobile communication networks, network data, which describes the state...