Dimensionality Using Optimization Algorithm for High Dimensional Data Clustering
Journal Title: International Journal of Management, IT and Engineering - Year 2012, Vol 2, Issue 9
Abstract
This paper present an efficient approach to a feature selection problem based on genetic algorithm for high dimensional data clustering. We proposed a new algorithm uses an inconsistency rate to evaluate the fitness of individuals in population which results in a significant reduction in terms of computational time needed to reach a subset of relevant features and finally the relevant features are clustered by clustering algorithm k-means algorithm. The performances of efficient approach of features selection are evaluated on several high dimensional dataset. The experiment result shows that the proposed algorithm is faster process than the existing algorithm for feature selection and increasing the predictive accuracy and the dimensionality is reduced.
Authors and Affiliations
Saranya. S and Dr. Punithavalli. M
Keywords
Related Articles
- EP ID EP18611
- DOI -
- Views 271
- Downloads 10
slugPolice observations of the durable and temporary spatial division of residential burglary
This paper seeks to explore police perception of the spatial distribution of residential burglary over different time periods. Using a survey of police department across three police basic command units (BCUs), it exam...
GOODS AND SERVICE TAX
GST is not a new phenomenon. France was the first country to implement GST in 1954 and then many countries followed and implemented this unified taxation system. In the year 2000, the GST bill was flagged in India when...
A Novel Parameter Management Approach for Remote Cancelable Biometrics
Protecting biometric information is key concern in biometric systems, since physical characteristics such as fingerprint, irises, face and vein patterns cannot be changed or revoked like passwords. As a solution to thi...
“A Study on Consumers Changing Consumption Habits, Preference & Satisfaction towArdS fASt food CentreS”
Food is one of the basic need of every human being. The traditional concept of food was cooking food at home which has now being taken by the fast food restaurants. In India the fast food restaurant is one of the grow...
Make in India Two Years and Beyond – A Critical Evaluation
The Prime Minister Narendra Modi, prior to the commencement of his maiden US visit, last month launched„ Make in India‟, a major national initiative which focuses on making India a global...