Performance Comparison of Dimensionality Reduction Methods using MCDR
Journal Title: International Journal of Innovative Research in Advanced Engineering - Year 2016, Vol 0, Issue 0
Abstract
The recent blast of dataset size, in number of records and in addition of attributes, has set off the improvement of various big data platforms and in addition parallel data analytic algorithms. In the meantime however, it has pushed for the utilization of data dimensionality reduction systems. Mobile Telecom Industry competition has become more and more fierce. In order to improve their services and business in the competitive world, they are ready to analyse the stored data by several data mining technologies to retain customers and maintain their relationship with them. Mobile Call Detail Record (MCDR) comprises diversity and complexity information containing information like Voice Call, Text Message, Video Calls, and other Data Services usages. It is proposed to evaluate and compare the performance of different dimensionality reduction methods such as Chi-Square (Chi2) Method, Principal Component Analysis (PCA), Information Gain Attribute Evaluator, Gain-Ratio Attribute Evaluator (GRAE), Attribute Selected Classifier (ASC) and Quantile Regression (QR) Methods.
Authors and Affiliations
Suban Ravichandran, Chandrasekaran Ramasamy
Keywords
Related Articles
- EP ID EP178024
- DOI -
- Views 153
- Downloads 0
UTILIZATION OF COPPER SLAG AS A PARTIAL REPLACEMENT OF FINE AGGREGATE IN CONCRETE
Today’s world is facing challenging and unsolved environmental problem such as global warming, forest destruction and lack of resources. In order to solve these environmental problems, resources recycling have to be done...
Green Enterprise Computing- Approaches Towards a Greener IT
Green Enterprise Computing refers to how business or corporate sectors can deal with the prospect of Green Computing to manage power consumption and boost energy efficiency. Green Computing or Green IT is the study and p...
Application of Thin Spray-on Liners for Rock Surface Support in South African Mines – A Review
Statistical data on fatalities in the South African mining industry indicate that the conventional surface support methods, such as mesh and shotcrete, need to be replaced with an alternative method. This is in order to...
AN EXPERIMENTAL INVESTIGATION ON THE STRENGTH PROPERTIES OF FLY ASH BASED BACTERIAL CONCRETE
The present investigation deals with the influence of Bacillus Subtilis bacteria on strength properties of fly ash concrete. In fly ash concrete, cement was partially replaced with 10%, 20% and 30% with fly ash by weight...
The Difference Impact on QoS Parameters between the IPSEC and L2TP
Many of the networks are existing but little of them that believe the quality and security together, the secure transmission of the information with high quality remains the primary goal of all engineers, which is con...