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 188
- Downloads 0
Implementation of Analytic Network Process Method for Decision Support System on Library Services Quality Assurance Based on ISO 9001
This research proposes a model that combines Quality Management System (QMS) ISO 9001:2015 approach and Analytic Network Process method. Implementation of QMS is required to provide services oriented on customer needs th...
WEB CONTENT MANAGEMENT SYSTEM
The preparation and publication of a website very much depends on the requirements of contents in a website.The contents of websites may be very simple or complex. Contents of a website may need to manage as per requirem...
DESIGN OF UNDERGROUND OPERATIONS COMPLEX FOR BLAST LOADS
Underground structures are an integral part of the infrastructure of modern society and are used for a wide range of applications, including subways and railways, highways, material storage, sewage and water transport. U...
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...
MONITORING AND EVALUATION (M&E) MODEL OF PROCUREMENT OF GOODS AND SERVICES CONSTRUCTION BUILDING BASED ON DISASTER MITIGATION IN CENTRAL SULAWESI
Monitoring and evaluation (M&E) for emergency procurement project on natural disasters may become more difficult for disaster-related projects in Central Sulawesi: project assessment and monitoring of the design emergenc...