A Comparative Analysis of Swarm Intelligence Techniques for Feature Selection in Cancer Classification

Table 11

Comparison of classification accuracy with other methods for Colon Tumor.

Reference (year)	Methodology	Maximum classification accuracy in percentage
Alonso-González et al. (2012) [18]	Combination of attribute selection and classification algorithm	88.41
Maji (2012) [19]	Mutual information	100
Chandra and Gupta (2011) [13]	Effective range based gene selection	83.87
Li et al. (2011) [15]	Margin influence analysis with SVM	100
Chopra et al. (2010) [8]	Based on gene doublets	91.1
This work	PSO	95
This work	Cuckoo search	95
This work	SFL	95
This work	SFLLF	100