Machine learning based hybrid anomaly detection technique for automatic diagnosis of cardiovascular diseases using cardiac sympathetic nerve activity and electrocardiogram

Multiple ECG segments denoising autoencoder model

(2023) Fars Samann et al.   Biomedical Engineering-Biomedizinische Technik

Fourier-Bessel representation for signal processing: A review

(2023) Pradeep Kumar Chaudhary et al.   DIGITAL SIGNAL PROCESSING

Reduced features set neural network approach based on high-resolution time-frequency images for cardiac abnormality detection

(2022) Imran Shafi et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Automatic detection of arrhythmias from an ECG signal using an auto-encoder and SVM classifier

(2022) Manoj Kumar Ojha et al.   Physical and Engineering Sciences in Medicine

Diagnosis of coronary artery occlusion by fitting polynomial curve with the ECG signal based on optimization techniques

(2022) Revathi Jothiramalingam et al.   Network Modeling and Analysis in Health Informatics and Bioinformatics

Detection of cardiac arrhythmias from ECG signals using FBSE and Jaya optimized ensemble random subspace K-nearest neighbor algorithm

(2022) Karthikeyan Ramasamy et al.   Biomedical Signal Processing and Control

Early detection of myocardial ischemia in 12‐lead ECG using deterministic learning and ensemble learning

(2022) Qinghua Sun et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

ECG segmentation algorithm based on bidirectional hidden semi-Markov model

(2022) Rui Huo et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Improved heart disease detection from ECG signal using deep learning based ensemble model

(2022) Adyasha Rath et al.   Sustainable Computing-Informatics & Systems

A Robustness Evaluation of Machine Learning Algorithms for ECG Myocardial Infarction Detection

(2022) Mohamed Sraitih et al.   Journal of Clinical Medicine

Continuous monitoring of acute myocardial infarction with a 3-Lead ECG system

(2022) Alfonso Aranda Hernandez et al.   Biomedical Signal Processing and Control

Myocardial infarction detection based on deep neural network on imbalanced data

(2021) Mohamed Hammad et al.   MULTIMEDIA SYSTEMS

Independent component analysis with learning algorithm for electrocardiogram feature extraction and classification

(2021) M. Jayasanthi et al.   Signal Image and Video Processing

Heart Disease and Stroke Statistics—2021 Update: A Report From the American Heart Association

(2021) Salim S. Virani et al.   CIRCULATION

Short duration Vectorcardiogram based inferior myocardial infarction detection: class and subject-oriented approach

(2021) Jagdeep Rahul et al.   Biomedical Engineering-Biomedizinische Technik

Hybrid CNN-LSTM deep learning model and ensemble technique for automatic detection of myocardial infarction using big ECG data

(2021) Hari Mohan Rai et al.   APPLIED INTELLIGENCE

Near real-time single-beat myocardial infarction detection from single-lead electrocardiogram using Long Short-Term Memory Neural Network

(2021) Harold Martin et al.   Biomedical Signal Processing and Control

Analysis of atrial and ventricular premature contractions using the Short Time Fourier Transform with the window size fixed in the frequency domain

(2021) Carlos Mateo et al.   Biomedical Signal Processing and Control

AF episodes recognition using optimized time-frequency features and cost-sensitive SVM

(2021) Hocine Hamil et al.   Physical and Engineering Sciences in Medicine

A Critical Review of Feature Extraction Techniques for ECG Signal Analysis

(2021) Varun Gupta et al.   Journal of The Institution of Engineers (India): Series B

Arrhythmia classification of LSTM autoencoder based on time series anomaly detection

(2021) Pengfei Liu et al.   Biomedical Signal Processing and Control

Detection of myocardial ischemia by intracoronary ECG using convolutional neural networks

(2021) M R Bigler et al.   EUROPEAN HEART JOURNAL

Classification of electrocardiogram signals with waveform morphological analysis and support vector machines

(2021) Hongqiang Li et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Classification of ECG beats using optimized decision tree and adaptive boosted optimized decision tree

(2021) Mohebbanaaz et al.   Signal Image and Video Processing

Arrhythmia detection and classification using ECG and PPG techniques: a review

(2021) Neha et al.   Physical and Engineering Sciences in Medicine

Comprehensive electrocardiographic diagnosis based on deep learning

(2020) Oh Shu Lih et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Decision Tree-Based Diagnosis of Coronary Artery Disease: CART Model

(2020) Mohammad M. Ghiasi et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

1D-CADCapsNet: One dimensional deep capsule networks for coronary artery disease detection using ECG signals

(2020) Ertan Butun et al.   Physica Medica-European Journal of Medical Physics

Electrocardiography (ECG) analysis and a new feature extraction method using wavelet transform with scalogram analysis

(2020) Hüseyin Yanık et al.   Biomedical Engineering-Biomedizinische Technik

Automated pre-screening of arrhythmia using hybrid combination of Fourier–Bessel expansion and LSTM

(2020) Ashish Sharma et al.   COMPUTERS IN BIOLOGY AND MEDICINE

An Efficient Convolutional Neural Network for Coronary Heart Disease Prediction

(2020) Aniruddha Dutta et al.   EXPERT SYSTEMS WITH APPLICATIONS

Performance of a convolutional neural network derived from an ECG database in recognizing myocardial infarction

(2020) Hisaki Makimoto et al.   Scientific Reports

Myocardial Infarction Severity Stages Classification From ECG Signals Using Attentional Recurrent Neural Network

(2020) Eedara Prabhakararao et al.   IEEE SENSORS JOURNAL

Machine learning-based prediction of acute coronary syndrome using only the pre-hospital 12-lead electrocardiogram

(2020) Salah Al-Zaiti et al.   Nature Communications

Ensemble of kernel extreme learning machine based random forest classifiers for automatic heartbeat classification

(2020) Ping Yang et al.   Biomedical Signal Processing and Control

Automatic diagnosis of cardiovascular disorders by sub images of the ECG signal using multi-feature extraction methods and randomized neural network

(2020) Ömer Faruk Ertuğrul et al.   Biomedical Signal Processing and Control

A new automated CNN deep learning approach for identification of ECG congestive heart failure and arrhythmia using constant-Q non-stationary Gabor transform

(2020) Ahmed S. Eltrass et al.   Biomedical Signal Processing and Control

Developing of robust and high accurate ECG beat classification by combining Gaussian mixtures and wavelets features

(2019) Ali Mohammad Alqudah et al.   AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE

Myocardial Infarction Classification Based on Convolutional Neural Network and Recurrent Neural Network

(2019) Kai Feng et al.   Applied Sciences-Basel

Characterization of skin sympathetic nerve activity in patients with cardiomyopathy and ventricular arrhythmia

(2019) Pei Zhang et al.   HEART RHYTHM

A Novel Approach for Detection of Myocardial Infarction From ECG Signals of Multiple Electrodes

(2019) Rajesh Kumar Tripathy et al.   IEEE SENSORS JOURNAL

Automatic detection of arrhythmia from imbalanced ECG database using CNN model with SMOTE

(2019) Saroj Kumar Pandey et al.   AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE

Detection of atrial fibrillation using discrete-state Markov models and Random Forests

(2019) Vignesh Kalidas et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Myocardial Infarction Detection and Localization Using Optimal Features Based Lead Specific Approach

(2019) L.D. Sharma et al.   IRBM

Heartbeat classification using local transform pattern feature and hybrid neural fuzzy-logic system based on self-organizing map

(2019) Miran Lee et al.   Biomedical Signal Processing and Control

Detection of myocardial infarction in 12 lead ECG using support vector machine

(2018) Ashok Kumar Dohare et al.   APPLIED SOFT COMPUTING

Efficient algorithm for baseline wander and powerline noise removal from ECG signals based on discrete Fourier series

(2018) Mohamed Bahaz et al.   AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE

A survey on ECG analysis

(2018) Selcan Kaplan Berkaya et al.   Biomedical Signal Processing and Control

A new method for QRS detection in ECG signals using QRS-preserving filtering techniques

(2018) Tanushree Sharma et al.   Biomedical Engineering-Biomedizinische Technik

Automated Identification of Myocardial Infarction Using Harmonic Phase Distribution Pattern of ECG Data

(2018) Deboleena Sadhukhan et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT

Ensembling convolutional and long short-term memory networks for electrocardiogram arrhythmia detection

(2018) Philip A Warrick et al.   PHYSIOLOGICAL MEASUREMENT

A new method for QRS detection in ECG signals using QRS-preserving filtering techniques

(2018) Tanushree Sharma et al.   Biomedical Engineering-Biomedizinische Technik

Development of robust, fast and efficient QRS complex detector: a methodological review

(2018) Sandeep Raj et al.   AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE

Automatic recognition of arrhythmia based on principal component analysis network and linear support vector machine

(2018) Weiyi Yang et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Monitoring significant ST changes through deep learning

(2018) Ran Xiao et al.   JOURNAL OF ELECTROCARDIOLOGY

Criteria for ECG detection of acute myocardial ischemia: Sensitivity versus specificity

(2018) John J. Wang et al.   JOURNAL OF ELECTROCARDIOLOGY

Automated characterization and classification of coronary artery disease and myocardial infarction by decomposition of ECG signals: A comparative study

(2017) U Rajendra Acharya et al.   INFORMATION SCIENCES

A decision support system and rule-based algorithm to augment the human interpretation of the 12-lead electrocardiogram

(2017) Andrew W. Cairns et al.   JOURNAL OF ELECTROCARDIOLOGY

Automated detection of coronary artery disease using different durations of ECG segments with convolutional neural network

(2017) U. Rajendra Acharya et al.   KNOWLEDGE-BASED SYSTEMS

Automated characterization of coronary artery disease, myocardial infarction, and congestive heart failure using contourlet and shearlet transforms of electrocardiogram signal

(2017) U Rajendra Acharya et al.   KNOWLEDGE-BASED SYSTEMS

Multiresolution wavelet transform based feature extraction and ECG classification to detect cardiac abnormalities

(2017) Santanu Sahoo et al.   MEASUREMENT

Classification of persistent and long-standing persistent atrial fibrillation by means of surface electrocardiograms

(2016) Nuria Ortigosa et al.   Biomedical Engineering-Biomedizinische Technik

Cardiac arrhythmia beat classification using DOST and PSO tuned SVM

(2016) Sandeep Raj et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Diagnosis of Acute Coronary Syndrome with a Support Vector Machine

(2016) Göksu Bozdereli Berikol et al.   JOURNAL OF MEDICAL SYSTEMS

Automated detection and localization of myocardial infarction using electrocardiogram: a comparative study of different leads

(2016) U. Rajendra Acharya et al.   KNOWLEDGE-BASED SYSTEMS

Classification of persistent and long-standing persistent atrial fibrillation by means of surface electrocardiograms

(2016) Nuria Ortigosa et al.   Biomedical Engineering-Biomedizinische Technik

A Multicriteria Weighted Vote-Based Classifier Ensemble for Heart Disease Prediction

(2015) Saba Bashir et al.   COMPUTATIONAL INTELLIGENCE

A novel electrocardiogram parameterization algorithm and its application in myocardial infarction detection

(2015) Bin Liu et al.   COMPUTERS IN BIOLOGY AND MEDICINE

The STAFF III ECG database and its significance for methodological development and evaluation

(2014) Pablo Laguna et al.   JOURNAL OF ELECTROCARDIOLOGY

Automated detection of atrial fibrillation using Bayesian paradigm

(2013) Roshan Joy Martis et al.   KNOWLEDGE-BASED SYSTEMS

Myocardial infarction classification with multi-lead ECG using hidden Markov models and Gaussian mixture models

(2012) Pei-Chann Chang et al.   APPLIED SOFT COMPUTING

Classification of ECG arrhythmia by a modular neural network based on Mixture of Experts and Negatively Correlated Learning

(2012) Mehrdad Javadi et al.   Biomedical Signal Processing and Control

Automated diagnosis of Coronary Artery Disease affected patients using LDA, PCA, ICA and Discrete Wavelet Transform

(2012) Donna Giri et al.   KNOWLEDGE-BASED SYSTEMS

Electrocardiogram beat classification via coupled boosting by filtering and preloaded mixture of experts

(2012) Reza Ebrahimpour et al.   NEURAL COMPUTING & APPLICATIONS

Myocardial ischemia analysis based on electrocardiogram QRS complex

(2011) Jinzhong Song et al.   AUSTRALASIAN PHYSICAL & ENGINEERING SCIENCES IN MEDICINE

Ensemble empirical mode decomposition for high frequency ECG noise reduction

(2010) Kang-Ming Chang   Biomedical Engineering-Biomedizinische Technik

High resolution ambulatory holter ECG events detection-delineation via modified multi-lead wavelet-based features analysis: Detection and quantification of heart rate turbulence

(2010) Ali Ghaffari et al.   EXPERT SYSTEMS WITH APPLICATIONS

Automated Screening of Arrhythmia Using Wavelet Based Machine Learning Techniques

(2010) Roshan Joy Martis et al.   JOURNAL OF MEDICAL SYSTEMS

Nutzung der EKG-Signaldatenbank CARDIODAT der PTB über das Internet

(2009) R. Bousseljot et al.   Biomedical Engineering-Biomedizinische Technik

A two-stage mechanism for registration and classification of ECG using Gaussian mixture model

(2009) Roshan Joy Martis et al.   PATTERN RECOGNITION