features,dim,classifier,params,train_acc,valid_acc,test_acc mfcc,80,kNN,{'n_neighbors': 5},0.569,0.31,0.36 mfcc,80,LogReg,{'C': 0.1},0.586,0.35,0.38 mfcc,80,SVM (RBF),{'C': 1},0.77,0.37,0.44 mfcc,80,Random forest,{},1.0,0.34,0.43 fma,518,kNN,{'n_neighbors': 5},0.563,0.34,0.42 fma,518,LogReg,{'C': 0.001},0.633,0.44,0.4 fma,518,SVM (RBF),{'C': 1},0.859,0.45,0.52 fma,518,Random forest,{},1.0,0.4,0.45 clap,512,kNN,{'n_neighbors': 20},0.628,0.64,0.61 clap,512,LogReg,{'C': 0.001},0.67,0.63,0.66 clap,512,SVM (RBF),{'C': 1},0.865,0.63,0.65 clap,512,Random forest,{},1.0,0.64,0.62 mert,768,kNN,{'n_neighbors': 10},0.582,0.4,0.49 mert,768,LogReg,{'C': 0.01},0.88,0.54,0.6 mert,768,SVM (RBF),{'C': 10},1.0,0.52,0.59 mert,768,Random forest,{},1.0,0.48,0.52