A Review of Feature Selection Algorithms for Data Mining Techniques
Journal Title: International Journal on Computer Science and Engineering - Year 2015, Vol 7, Issue 6
Abstract
Feature selection is a pre-processing step, used to improve the mining performance by reducing data dimensionality. Even though there exists a number of feature selection algorithms, still it is an active research area in data mining, machine learning and pattern recognition communities. Many feature selection algorithms confront severe challenges in terms of effectiveness and efficiency, because of recent increase in data dimensionality (data with thousands of features or attributes or variables). This paper analyses some existing popular feature selection algorithms, addresses the strengths and challenges of those algorithms.
Authors and Affiliations
K. Sutha , Dr. J. Jebamalar Tamilselvi
Keywords
Related Articles
- EP ID EP137854
- DOI -
- Views 115
- Downloads 0
Efficient rough sets based dynamic Agglomerative clustering
There are different types of techiniques are there to extract knowledge from various sources. Critical / rough set has been applied to extract knowledge from various types of databases. Some limitations have been discove...
Nodes distribution and selection of accurate mobility Framework to systematically analyze its impact for improving performance of routing protocols for mobile ad hoc networks through Simulations
Research on mobile ad hoc routing protocols performance based on simulation relies on choice of realistic mobility model. However, in the absence of realistic data movement, Synthetic models may be used for generating mo...
A Study on Similarity Computations in Template Matching Technique for Identity Verification
This paper describes a study on the development of a human face verification system by merely using template matching (TM) as the main verification engine. In contrast to common face recognition techniques, our approach...
The Efficient Ant Routing Protocol for MANET
In recent years, mobile computing and wireless networks have witnessed a tremendous rise in popularity and technological advancement. The basic routing problem in MANET deals with methods to transport a packet across a n...
RISK BASED TESTING A Fuzzy Approach
Earlier Testers used to concentrate on only functionality, usability or performance sort of testing. Many of these derived by the customer’s desire or need. Same thing was with the risk based testing. If an application u...