├── CONTRIBUTING.md ├── LICENSE ├── NNs ├── README.md ├── helping_functions.py └── lstm.py ├── README.md ├── Short_Programming_Project ├── README.md └── university-groningen-short.pdf ├── classifiers ├── README.md ├── SVMs │ ├── README.md │ ├── mfcc_pca_feature.py │ ├── svm_balancedSampleNumber_greedySearch.py │ ├── svm_default.py │ ├── svm_keeping_supportVectors.py │ └── svm_multiclass.py ├── dimensionality_reduction │ ├── README.md │ ├── graph_spectral_analysis&spectral_clustering_default.py │ ├── kpca_lda_knn_equalizeClasses.py │ ├── kpca_lda_knn_multiclass.py │ └── pca_kpca_from-skratch.py ├── gmm.py ├── gmm_healthy_captured.py ├── knn.py ├── leave_one_out.py ├── logisticRegression.py └── simpleNeuralNetwork.py ├── feature_extraction_techniques ├── README.md ├── lpc.py ├── mfcc.py ├── mfcc_pca.py ├── mgca.py ├── plp.py └── readFiles.py └── speech_features ├── README.md ├── gmm_mfcc_0.txt ├── gmm_mfcc_1.txt ├── gmm_test_mfcc.txt ├── lpc_featuresLR.txt ├── mel_generalized_features.txt ├── mfcc_featuresLR.txt ├── plp_features.txt └── plp_featuresRASTA.txt /CONTRIBUTING.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/CONTRIBUTING.md -------------------------------------------------------------------------------- /LICENSE: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/LICENSE -------------------------------------------------------------------------------- /NNs/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/NNs/README.md -------------------------------------------------------------------------------- /NNs/helping_functions.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/NNs/helping_functions.py -------------------------------------------------------------------------------- /NNs/lstm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/NNs/lstm.py -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/README.md -------------------------------------------------------------------------------- /Short_Programming_Project/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/Short_Programming_Project/README.md -------------------------------------------------------------------------------- /Short_Programming_Project/university-groningen-short.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/Short_Programming_Project/university-groningen-short.pdf -------------------------------------------------------------------------------- /classifiers/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/README.md -------------------------------------------------------------------------------- /classifiers/SVMs/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/SVMs/README.md -------------------------------------------------------------------------------- /classifiers/SVMs/mfcc_pca_feature.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/SVMs/mfcc_pca_feature.py -------------------------------------------------------------------------------- /classifiers/SVMs/svm_balancedSampleNumber_greedySearch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/SVMs/svm_balancedSampleNumber_greedySearch.py -------------------------------------------------------------------------------- /classifiers/SVMs/svm_default.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/SVMs/svm_default.py -------------------------------------------------------------------------------- /classifiers/SVMs/svm_keeping_supportVectors.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/SVMs/svm_keeping_supportVectors.py -------------------------------------------------------------------------------- /classifiers/SVMs/svm_multiclass.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/SVMs/svm_multiclass.py -------------------------------------------------------------------------------- /classifiers/dimensionality_reduction/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/dimensionality_reduction/README.md -------------------------------------------------------------------------------- /classifiers/dimensionality_reduction/graph_spectral_analysis&spectral_clustering_default.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/dimensionality_reduction/graph_spectral_analysis&spectral_clustering_default.py -------------------------------------------------------------------------------- /classifiers/dimensionality_reduction/kpca_lda_knn_equalizeClasses.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/dimensionality_reduction/kpca_lda_knn_equalizeClasses.py -------------------------------------------------------------------------------- /classifiers/dimensionality_reduction/kpca_lda_knn_multiclass.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/dimensionality_reduction/kpca_lda_knn_multiclass.py -------------------------------------------------------------------------------- /classifiers/dimensionality_reduction/pca_kpca_from-skratch.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/dimensionality_reduction/pca_kpca_from-skratch.py -------------------------------------------------------------------------------- /classifiers/gmm.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/gmm.py -------------------------------------------------------------------------------- /classifiers/gmm_healthy_captured.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/gmm_healthy_captured.py -------------------------------------------------------------------------------- /classifiers/knn.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/knn.py -------------------------------------------------------------------------------- /classifiers/leave_one_out.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/leave_one_out.py -------------------------------------------------------------------------------- /classifiers/logisticRegression.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/logisticRegression.py -------------------------------------------------------------------------------- /classifiers/simpleNeuralNetwork.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/classifiers/simpleNeuralNetwork.py -------------------------------------------------------------------------------- /feature_extraction_techniques/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/feature_extraction_techniques/README.md -------------------------------------------------------------------------------- /feature_extraction_techniques/lpc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/feature_extraction_techniques/lpc.py -------------------------------------------------------------------------------- /feature_extraction_techniques/mfcc.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/feature_extraction_techniques/mfcc.py -------------------------------------------------------------------------------- /feature_extraction_techniques/mfcc_pca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/feature_extraction_techniques/mfcc_pca.py -------------------------------------------------------------------------------- /feature_extraction_techniques/mgca.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/feature_extraction_techniques/mgca.py -------------------------------------------------------------------------------- /feature_extraction_techniques/plp.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/feature_extraction_techniques/plp.py -------------------------------------------------------------------------------- /feature_extraction_techniques/readFiles.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/feature_extraction_techniques/readFiles.py -------------------------------------------------------------------------------- /speech_features/README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/speech_features/README.md -------------------------------------------------------------------------------- /speech_features/gmm_mfcc_0.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/speech_features/gmm_mfcc_0.txt -------------------------------------------------------------------------------- /speech_features/gmm_mfcc_1.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/speech_features/gmm_mfcc_1.txt -------------------------------------------------------------------------------- /speech_features/gmm_test_mfcc.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/speech_features/gmm_test_mfcc.txt -------------------------------------------------------------------------------- /speech_features/lpc_featuresLR.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/speech_features/lpc_featuresLR.txt -------------------------------------------------------------------------------- /speech_features/mel_generalized_features.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/speech_features/mel_generalized_features.txt -------------------------------------------------------------------------------- /speech_features/mfcc_featuresLR.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/speech_features/mfcc_featuresLR.txt -------------------------------------------------------------------------------- /speech_features/plp_features.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/speech_features/plp_features.txt -------------------------------------------------------------------------------- /speech_features/plp_featuresRASTA.txt: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/gionanide/Speech_Signal_Processing_and_Classification/HEAD/speech_features/plp_featuresRASTA.txt --------------------------------------------------------------------------------