Value Decomposition and Dimension Selection in Multi-Dimensional Datasets using Map-Reduce Operation
Journal Title: International Journal of Engineering Sciences & Research Technology - Year 30, Vol 3, Issue 4
Abstract
The datasets which are in the form of object-attribute-time format is referred to as three-dimensional (3D) data sets. Clustering these three-dimensional (3D) data sets is a difficult task. So the subspace clustering method is applied to cluster the three-dimensional (3D) data sets. But finding the subspaces in the these three-dimensional (3D) dataset which is changing over time is really a difficult task. Sometimes this subspace clustering on threedimensional (3D) data sets may produce the large number of arbitrary and spurious clusters. So to cluster these three-dimensional (3D) data sets a new centroid based concept is introduced called CATS. This CATS allows the users to select the preferred objects as centroids. This algorithm is not the parallel one. So it increases the time and space requirements which are needed to cluster the three-dimensional (3D) data sets. And in CATS no optimal centroids have been chosen to cluster the three-dimensional (3D) datasets. Since the CATS clusters the data based on the fixed centroids, the CATS cannot produce the good quality clusters. So for the first time in the proposed method the CPSO technique is introduced on the three-dimensional (3D) data sets to overcome all these drawbacks which clusters the three-dimensional (3D) datasets based on the optimal centroids and also it acts as the parallelization technique to tackle the space and time complexities.
Authors and Affiliations
Preethi V*
Keywords
Related Articles
- EP ID EP163898
- DOI -
- Views 90
- Downloads 0
Retrieving Best Web Pages Using Genetic Algorithm
This paper is concerned with extraction of top web pages from the search engine. We use an effective algorithm for extracting the target file from the search engine. The majority of search engines like Google prov...
GEOMETRICAL NONLINEAR ANALYSIS OF COMPOSITE PLATE
The application of piezoelectric actuators for static shape control composite plate is investigated in this thesis. Electromechanically coupled mathematical model is used for the analysis. The major section of thi...
Seamless Ubiquitous Data Migration through Route Optimization in Mobile IP
The Mobile IP (MIP) [1] for IPV4 [2] is being standardized by the Internet community, IETF [3] provides continuous internet connectivity to mobile hosts, without requiring any changes to existing routers.MIP aims at ma...
STUDY AND ANALYSIS OF ROLLER CONVEYOR IN MATERIAL HANDLING
In industries, it is very necessary to move the components from one area to the other in a regular basis making it desirable to minimize the workers involved in it. In this work we have designed a conveyor which c...
Throughput Analysis of Unlicensed Mobile Access using WIFI
Making voice calls for faster information exchange is showing its increasing demands day by day. IP telephony is sensible in the view to provide such platform. IP telephony in heterogeneous network environments ca...