ECG beat classification using PCA, LDA, ICA and Discrete Wavelet Transform

[1]  Chandan Chakraborty,et al.  Cardiac decision making using higher order spectra , 2013, Biomed. Signal Process. Control..

[2]  Chandan Chakraborty,et al.  Application of principal component analysis to ECG signals for automated diagnosis of cardiac health , 2012, Expert Syst. Appl..

[3]  Naif Alajlan,et al.  A wavelet optimization approach for ECG signal classification , 2012, Biomed. Signal Process. Control..

[4]  Juan Pablo Martínez,et al.  An Automatic Patient-Adapted ECG Heartbeat Classifier Allowing Expert Assistance , 2012, IEEE Transactions on Biomedical Engineering.

[5]  Gregory T. A. Kovacs,et al.  Noninvasive Measurement of Physiological Signals on a Modified Home Bathroom Scale , 2012, IEEE Transactions on Biomedical Engineering.

[6]  Chandan Chakraborty,et al.  Application of higher order cumulants to ECG signals for the cardiac health diagnosis , 2011, 2011 Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[7]  Roshan Joy Martis,et al.  ARRHYTHMIA DISEASE DIAGNOSIS USING NEURAL NETWORK, SVM, AND GENETIC ALGORITHM-OPTIMIZED k-MEANS CLUSTERING , 2011 .

[8]  S. Yusuf,et al.  Stemming the global tsunami of cardiovascular disease , 2011, The Lancet.

[9]  Chandan Chakraborty,et al.  Automated Screening of Arrhythmia Using Wavelet Based Machine Learning Techniques , 2012, Journal of Medical Systems.

[10]  Ataollah Ebrahimzadeh,et al.  Classification of electrocardiogram signals with support vector machines and genetic algorithms using power spectral features , 2010, Biomed. Signal Process. Control..

[11]  Amit K. Mishra,et al.  Local fractal dimension based ECG arrhythmia classification , 2010, Biomed. Signal Process. Control..

[12]  Mohammad Bagher Shamsollahi,et al.  Robust Detection of Premature Ventricular Contractions Using a Wave-Based Bayesian Framework , 2010, IEEE Transactions on Biomedical Engineering.

[13]  C. Chakraborty,et al.  An Integrated ECG Feature Extraction Scheme Using PCA and Wavelet Transform , 2009, 2009 Annual IEEE India Conference.

[14]  Chandan Chakraborty,et al.  A two-stage mechanism for registration and classification of ECG using Gaussian mixture model , 2009, Pattern Recognit..

[15]  Moncef Gabbouj,et al.  A Generic and Robust System for Automated Patient-Specific Classification of ECG Signals , 2009, IEEE Transactions on Biomedical Engineering.

[16]  D. Mozaffarian,et al.  Heart disease and stroke statistics--2009 update: a report from the American Heart Association Statistics Committee and Stroke Statistics Subcommittee. , 2009, Circulation.

[17]  Farid Melgani,et al.  Classification of Electrocardiogram Signals With Support Vector Machines and Particle Swarm Optimization , 2008, IEEE Transactions on Information Technology in Biomedicine.

[18]  S. Kong,et al.  Block-Based Neural Networks for Personalized ECG Signal Classification , 2007, IEEE Transactions on Neural Networks.

[19]  Gregory T. A. Kovacs,et al.  Robust Neural-Network-Based Classification of Premature Ventricular Contractions Using Wavelet Transform and Timing Interval Features , 2006, IEEE Transactions on Biomedical Engineering.

[20]  Philip de Chazal,et al.  A Patient-Adapting Heartbeat Classifier Using ECG Morphology and Heartbeat Interval Features , 2006, IEEE Transactions on Biomedical Engineering.

[21]  U. Rajendra Acharya,et al.  Heart rate variability: a review , 2006, Medical and Biological Engineering and Computing.

[22]  M.M.A. Hadhoud,et al.  Computer Aided Diagnosis of Cardiac Arrhythmias , 2006, 2006 International Conference on Computer Engineering and Systems.

[23]  Brij N. Singh,et al.  Optimal selection of wavelet basis function applied to ECG signal denoising , 2006, Digit. Signal Process..

[24]  Paul S Addison,et al.  Wavelet transforms and the ECG: a review , 2005, Physiological measurement.

[25]  Johan A. K. Suykens,et al.  Least Squares Support Vector Machine Classifiers , 1999, Neural Processing Letters.

[26]  Lei Wang,et al.  26th Annual International Conference of the IEEE EMBS , 2004 .

[27]  D. Nayak,et al.  Code excited linear prediction codec for electrocardiogram , 2004, The 26th Annual International Conference of the IEEE Engineering in Medicine and Biology Society.

[28]  Stanislaw Osowski,et al.  On-line heart beat recognition using Hermite polynomials and neuro-fuzzy network , 2003, IEEE Trans. Instrum. Meas..

[29]  D. Ge,et al.  Cardiac arrhythmia classification using autoregressive modeling , 2002, Biomedical engineering online.

[30]  I. Daskalov,et al.  Effect of Contour Shape of Nervous System Electromagnetic Stimulation Coils on the Induced Electrical Field Distribution , 2002, Biomedical engineering online.

[31]  H. Huikuri,et al.  Sudden death due to cardiac arrhythmias. , 2001, The New England journal of medicine.

[32]  Stanislaw Osowski,et al.  ECG beat recognition using fuzzy hybrid neural network , 2001, IEEE Trans. Biomed. Eng..

[33]  Carsten Peterson,et al.  Clustering ECG complexes using Hermite functions and self-organizing maps , 2000, IEEE Trans. Biomed. Eng..

[34]  Erkki Oja,et al.  Independent component analysis: algorithms and applications , 2000, Neural Networks.

[35]  Nello Cristianini,et al.  An Introduction to Support Vector Machines and Other Kernel-based Learning Methods , 2000 .

[36]  Simon Haykin,et al.  Neural Networks: A Comprehensive Foundation , 1998 .

[37]  S. Gunn.  Support Vector Machines for Classification and Regression , 1998 .

[38]  W.J. Tompkins,et al.  A patient-adaptable ECG beat classifier using a mixture of experts approach , 1997, IEEE Transactions on Biomedical Engineering.

[39]  Christopher M. Bishop,et al.  Neural networks for pattern recognition , 1995 .

[40]  G.G. Cano,et al.  An approach to cardiac arrhythmia analysis using hidden Markov models , 1990, IEEE Transactions on Biomedical Engineering.

[41]  Kang-Ping Lin,et al.  QRS feature extraction using linear prediction , 1989, IEEE Transactions on Biomedical Engineering.

[42]  Willis J. Tompkins,et al.  A Real-Time QRS Detection Algorithm , 1985, IEEE Transactions on Biomedical Engineering.

[43]  Terrill Fancott,et al.  A Minicomputer System for Direct High Speed Analysis of Cardiac Arrhythmia in 24 h Ambulatory ECG Tape Recordings , 1980, IEEE Transactions on Biomedical Engineering.

[44]  David G. Stork,et al.  Pattern Classification , 1973 .