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Bagpipes_Bagpipes_controls_sc_audio.txt
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Bagpipes_Bagpipes_controls_sc_audio.txt
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SUMMARY OF MODEL SELECTION
WINNING MODEL:
random forest: 0.875 (+/- 0.13693063937629152)
MODEL FILE NAME:
Bagpipes_Bagpipes_controls_sc_audio.pickle
DATE CREATED:
2018-09-04 15:35:50.410867
EXECUTION TIME:
2.1755189895629883
GROUPS:
['Bagpipes', 'Bagpipes_controls']
(57 in each class, 33% used for testing)
TRAINING SUMMARY:
train labels
['Bagpipes', 'Bagpipes', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes_controls']
test labels
['Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes', 'Bagpipes', 'Bagpipes_controls', 'Bagpipes_controls']
FEATURES:
audio features (mfcc coefficients).
MODELS, ACCURACIES, AND STANDARD DEVIATIONS:
svm: 0 (+/- 0)
sk: 0.5 (+/- 0.0)
adaboost: 0.725 (+/- 0.24238399287081647)
decision-tree: 0.7416666666666667 (+/- 0.18892973414591058)
gaussian-nb: 0.775 (+/- 0.18371173070873836)
gradient boosting: 0.775 (+/- 0.21505813167606566)
logistic regression: 0.775 (+/- 0.16583123951777)
knn: 0.775 (+/- 0.2)
hard voting: 0.8 (+/- 0.2318404623873926)
random forest: 0.875 (+/- 0.13693063937629152)
(C) 2018, NeuroLex Laboratories