An Overview of Methods for Feature Selection Based on Mutual Information for Stream Data Classification

2013 ◽  
Author(s):  
K. Wankhade ◽  
D. Rane ◽  
R. Thool
Keyword(s):  
Feature Selection ◽  
Mutual Information ◽  
Data Classification ◽  
Stream Data

A Feature Selection process Optimization in multi-class Miner for Stream Data Classification

2012 ◽  
Vol 3 (3) ◽  
pp. 359-364
Author(s):  
Manish Rai ◽  
Rekha Pandit ◽  
Vineet Richhariya
Keyword(s):  
Genetic Algorithm ◽  
Feature Selection ◽  
Selection Process ◽  
Data Classification ◽  
Evaluation Technique ◽  
Stream Data ◽  
Feature Evaluation ◽  
Concept Evaluation ◽  
Correct Point ◽  
Selection Of

Multi-class miner resolves the problem of feature evaluation, data drift and concept evaluation of stream data classification. The process of stream data classification in multi-class miner based on ensemble technique of clustering and classification on feature evaluation technique. The process of feature evaluation technique faced a problem of correct point selection of cluster centre for the process of data grouping. For the proper selection of features point we used optimization technique for feature selection process. The feature selection process based on advance genetic algorithm (AGA). The advance genetic algorithm poses a process of feature point for neighbour class detection for finding a correct point in classification. Our proposed algorithm tested on some well know data set provided by UCI machine learning repository. Our empirical evaluation result shows that better result in comparison of multi-class miner for stream data classification.

scholarly journals A hybrid Feature Selection Optimization Model for High Dimension Data Classification

IEEE Access ◽  
2021 ◽  
pp. 1-1
Author(s):  
Mohammed Qaraad ◽  
Souad Amjad ◽  
Ibrahim I.M. Manhrawy ◽  
Hanaa Fathi ◽  
Bayoumi A. Hassan ◽  
...  
Keyword(s):  
Feature Selection ◽  
High Dimension ◽  
Optimization Model ◽  
Data Classification ◽  
High Dimension Data

Multivariable stream data classification using motifs and their temporal relations

2009 ◽  
Vol 179 (20) ◽  
pp. 3489-3504 ◽  
Author(s):  
Sungbo Seo ◽  
Jaewoo Kang ◽  
Keun Ho Ryu
Keyword(s):  
Data Classification ◽  
Temporal Relations ◽  
Stream Data

Hofs: Higher Order Mutual Information Approximation for Feature Selection in R

2022 ◽  
Author(s):  
Krzysztof Gajowniczek ◽  
Jialin Wu ◽  
Soumyajit Gupta ◽  
Chandrajit Bajaj
Keyword(s):  
Feature Selection ◽  
Mutual Information ◽  
Higher Order
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