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Table 3 A summary of hybrid neural-swarm intelligence techniques applied to EMG analysis

From: Hybrid soft computing systems for electromyographic signals analysis: a review

Reference

Task

Techniques

Results

[93]

Classification: 8 hand motions

ACO + BP

Better than PCA + BP

[94]

Classification: 10 hand motions

PSO + BP

Accuracy: 99%

[95]

Classification: 6 hand motions

PSO + EMD + PNN

Accuracy: 93.3%

[96]

Classification: 10 hand motions

PSO + MLP

Accuracy: 95%

[97]

Diagnosis

PSO + RBF

Accuracy: 88.92%

[98]

Diagnosis

PSO + SVM

Accuracy: 97.41%