Survey on Methodologies and Techniques Involved in Feature Selection
International Journal of Science and Research (IJSR)

International Journal of Science and Research (IJSR)
Call for Papers | Fully Refereed | Open Access | Double Blind Peer Reviewed

ISSN: 2319-7064


Downloads: 124 | Views: 375

Survey Paper | Computer Science & Engineering | India | Volume 5 Issue 2, February 2016 | Popularity: 6.3 / 10


     

Survey on Methodologies and Techniques Involved in Feature Selection

Pallavi Malji, Dr. Sachin Sakhare


Abstract: Feature selection is an important data processing step where irrelevant and redundant attributes are removed for shorter learning time, better accuracy and better comprehensibility. It involves identifying an optimal subset of the most useful features from the original set of features. The efficiency of feature selection algorithm concerns the time required to find a subset of features and the effectiveness is related to the quality of the subset of feature. This paper focuses on the study of different feature selection models, techniques and evaluation measures used for feature selection and their merits and limitations. Then we talk about the different frameworks involved in feature selection and find the gap between them which needs to be bridged so as to improve the feature selection efficiency and performance.


Keywords: Evaluation measures, frameworks, feature selection models, irrelevant, redundancy


Edition: Volume 5 Issue 2, February 2016


Pages: 948 - 952


DOI: https://www.doi.org/10.21275/NOV161320



Make Sure to Disable the Pop-Up Blocker of Web Browser


Text copied to Clipboard!
Pallavi Malji, Dr. Sachin Sakhare, "Survey on Methodologies and Techniques Involved in Feature Selection", International Journal of Science and Research (IJSR), Volume 5 Issue 2, February 2016, pp. 948-952, https://www.ijsr.net/getabstract.php?paperid=NOV161320, DOI: https://www.doi.org/10.21275/NOV161320

Similar Articles

Downloads: 4 | Weekly Hits: ⮙1 | Monthly Hits: ⮙2

Analysis Study Research Paper, Computer Science & Engineering, India, Volume 11 Issue 12, December 2022

Pages: 1353 - 1362

Dynamic Search Bar for Real-Time Product Generation and Personalization

Venkata Naga Sai Kiran Challa

Share this Article

Downloads: 5 | Weekly Hits: ⮙1 | Monthly Hits: ⮙1

Study Papers, Computer Science & Engineering, India, Volume 12 Issue 2, February 2023

Pages: 668 - 687

Feature Selection and Classification Algorithms for Chronic Disease Prediction Using Machine Learning Techniques

Saranya K R

Share this Article

Downloads: 102

Research Paper, Computer Science & Engineering, India, Volume 3 Issue 7, July 2014

Pages: 872 - 877

Ranking and Clustering of Software Cost Estimation Models

Vijaya Wable, S. M. Shinde

Share this Article

Downloads: 104

Survey Paper, Computer Science & Engineering, India, Volume 4 Issue 3, March 2015

Pages: 1587 - 1589

A Survey on Comparison between DCT and DWT Techniques of Image Compression

Pooja Rani, Apoorva Arora

Share this Article

Downloads: 104

Research Paper, Computer Science & Engineering, India, Volume 4 Issue 4, April 2015

Pages: 3273 - 3277

Homomorphic Encryption & A Novel Key Management Technique to Support Data Aggregation in Mobile Sensing

Farhat Afshan, Shameem Akther

Share this Article
Top