Decision Tree and Ensemble Learning Based on Ant Colony Optimization by Jan Kozak

Author:Jan Kozak
Language: eng
Format: epub, pdf
ISBN: 9783319937526
Publisher: Springer International Publishing

Data set

Accuracy

Recall

Precision

F1 score

MCC

Heuristic function and pheromone (classical)

australian

0.8428

0.8496

0.8121

0.8271

0.6889

breast-cancer

0.7258

0.3213

0.5621

0.3916

0.2855

hepatitis

0.7948

0.8985

0.8528

0.8719

0.3949

horse-colic

0.8177

0.7168

0.8063

0.7495

0.6177

parkinsons

0.8782

0.9214

0.9204

0.9189

0.6804

Pheromone only

australian

0.7913

0.7647

0.7713

0.7619

0.5837

breast-cancer

0.6996

0.2886

0.5436

0.3396

0.2536

hepatitis

0.7982

0.9221

0.8426

0.8767

0.4042

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