HEALTH OF THINGS MODEL FOR CLASSIFYING HUMAN HEART SOUND SIGNALS USING CO-OCCURRENCE MATRIX AND SPECTROGRAM

Cardiovascular diseases have become one of the world’s leading causes of death today. Several decision-making systems have been developed with computer-aided support to help the cardiologists in de...

[1]  Shi-Wen Deng,et al.  Towards heart sound classification without segmentation via autocorrelation feature and diffusion maps , 2016, Future Gener. Comput. Syst..

[2]  Qiao Li,et al.  Recent advances in heart sound analysis , 2017, Physiological measurement.

[3]  Natasha Singh-Miller,et al.  Using spectral acoustic features to identify abnormal heart sounds , 2016, 2016 Computing in Cardiology Conference (CinC).

[4]  Anandarup Mukherjee,et al.  A Fourier series based Template Matching Approach to Detect the Splitting of Second Heart Sound , 2014 .

[5]  Pedro Pedrosa Rebouças Filho,et al.  New Approach to Detect and Classify Stroke in Skull CT Images via Structural Co-occurrence Matrix and Machine Learning , 2019 .

[6]  Abbas K. Abbas,et al.  Phonocardiography Signal Processing , 2009, Phonocardiography Signal Processing.

[7]  Madhusudhan Mishra,et al.  Classification of short unsegmented heart sound based on deep learning , 2019, 2019 IEEE International Instrumentation and Measurement Technology Conference (I2MTC).

[8]  Yan Liu,et al.  Normal / abnormal heart sound recordings classification using convolutional neural network , 2016, 2016 Computing in Cardiology Conference (CinC).

[9]  Christoph Georg Eichkitz,et al.  Application of GLCM-based Seismic Attributes for Anisotropy Detection , 2014 .

[10]  Zhang Yi,et al.  Audio classification using attention-augmented convolutional neural network , 2018, Knowl. Based Syst..

[11]  Nilanjan Dey,et al.  Texture Feature Extraction Techniques for Image Recognition , 2020 .

[12]  Jyh-Shing Roger Jang,et al.  On the Improvement of Singing Voice Separation for Monaural Recordings Using the MIR-1K Dataset , 2010, IEEE Transactions on Audio, Speech, and Language Processing.

[13]  Javad Haddadnia,et al.  Predicting Heart Attacks in Patients Using Artificial Intelligence Methods , 2016 .

[14]  Matti Pietikäinen,et al.  A comparative study of texture measures with classification based on featured distributions , 1996, Pattern Recognit..

[15]  Guan Gui,et al.  Design and Application of a Laconic Heart Sound Neural Network , 2019, IEEE Access.

[16]  Babatunde S Emmanuel.  A review of signal processing techniques for heart sound analysis in clinical diagnosis , 2012, Journal of medical engineering & technology.

[17]  Xinge You,et al.  An adaptive hybrid pattern for noise-robust texture analysis , 2015, Pattern Recognit..

[18]  Andreas Voss,et al.  Diagnosing Aortic Valve Stenosis by Parameter Extraction of Heart Sound Signals , 2005, Annals of Biomedical Engineering.

[19]  Qiao Li,et al.  An open access database for the evaluation of heart sound algorithms , 2016, Physiological measurement.

[20]  Yannis Stylianou,et al.  A study of time-frequency features for CNN-based automatic heart sound classification for pathology detection , 2018, Comput. Biol. Medicine.

[21]  Abir Hussain,et al.  The Implementation of Pretrained AlexNet on PCG Classification , 2019, ICIC.

[22]  Chengyu Liu,et al.  An Open-Access ECG Database for Algorithm Evaluation of QRS Detection and Heart Rate Estimation , 2019, J. Medical Imaging Health Informatics.

[23]  Algirdas Maknickas,et al.  Recognition of normal–abnormal phonocardiographic signals using deep convolutional neural networks and mel-frequency spectral coefficients , 2017, Physiological measurement.

[24]  Fátima N. S. de Medeiros,et al.  Rotation-invariant feature extraction using a structural co-occurrence matrix , 2016 .

[25]  Syed Anas Imtiaz,et al.  Algorithms for Automatic Analysis and Classification of Heart Sounds–A Systematic Review , 2019, IEEE Access.

[26]  Pedro Pedrosa Rebouças Filho,et al.  Neurologist-level classification of stroke using a Structural Co-Occurrence Matrix based on the frequency domain , 2018, Comput. Electr. Eng..

[27]  Mohammed Nabih-Ali,et al.  A review of intelligent systems for heart sound signal analysis , 2017, Journal of medical engineering & technology.

[28]  Philip Langley,et al.  Abnormal heart sounds detected from short duration unsegmented phonocardiograms by wavelet entropy , 2016, 2016 Computing in Cardiology Conference (CinC).

[29]  Zhongwei Jiang,et al.  Comparison of envelope extraction algorithms for cardiac sound signal segmentation , 2008, Expert Syst. Appl..

[30]  Shoushui Wei,et al.  An Open Access Database for Evaluating the Algorithms of Electrocardiogram Rhythm and Morphology Abnormality Detection , 2018, Journal of Medical Imaging and Health Informatics.

[31]  Björn W. Schuller,et al.  Learning Image-based Representations for Heart Sound Classification , 2018, DH.

[32]  Colin Raffel,et al.  librosa: Audio and Music Signal Analysis in Python , 2015, SciPy.

[33]  Aggelos K. Katsaggelos,et al.  Heart sound anomaly and quality detection using ensemble of neural networks without segmentation , 2016, 2016 Computing in Cardiology Conference (CinC).