Biomarker Discovery and Redundancy Reduction towards Classification using a Multi-factorial MALDI-TOF MS T2DM Mouse Model Dataset

Table 4 Comparison of feature selection methods.

Method	Deterministic	Feature Selection	p-Values	Multi Dimensional	Combinations	Redundancy
t-Test	✓	✓	✓	✕	✕	✕
F-Test	✓	✓	✓	✓	✕	✕
ANOVA	✓	✓	✓	✓	✓	✕
Swarm Intelligence	✕	✓	✕	✓	✓	✓
GA	✕	✓	✕	✓	✓	✓
This Work	✓	✓	✓	✓	✓	✓

Comparison of different methods for biomarker candidate identification and feature selection.

ISSN: 1471-2105