[Retracted] Medical Dataset Classification: A Machine Learning Paradigm Integrating Particle Swarm Optimization with Extreme Learning Machine Classifier

Table 6

Classification results with Hepatitis dataset.

Methodology adopted	Accuracy (%)	Sensitivity (%)	Specificity (%)	Selected features
Conventional artificial neural network [23]	97.00	92.31	94.5	All
Mean selection method [16]	82.58	87	60	5, 6, 11, 12, 13, 14, 17, 19
Half selection method [16]	85.16	90	66	2, 5, 6, 10, 11, 12, 13, 14, 17, 19
Neural network for threshold selection [16]	85.16	90	66	2, 5, 6, 10, 11, 12, 13, 14, 17, 19
PSO + ELM	97.43	93.65	95.71	6, 11, 12, 13, 14, 17, 19
Proposed SRLPSO + ELM	98.71	94.27	96.04	11, 12, 13, 14, 17, 19