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

Table 12

Comparison of classification accuracy with other methods for Lung Harvard2.

Reference (year)	Methodology	Maximum classification accuracy in percentage
Alonso-González et al. (2012) [18]	Combination of attribute selection and classification algorithm	99.63
Chandra and Gupta (2011) [13]	Effective range based gene selection	100
Wang and Simon (2011) [12]	Univariate class discrimination with single gene	99
Chopra et al. (2010) [8]	Based on gene doublets	100
Wang and Gotoh (2009) [6]	Rough sets	97.32
Vanichayobon et al. (2007) [5]	Gene selection step and clustering cancer data by using self-organizing map	100
This work	PSO	100
This work	Cuckoo search	100
This work	SFL	100
This work	SFLLF	100