Classification of Obstructive Sleep Apnoea from single-lead ECG signals using convolutional neural and Long Short Term Memory networks

Comprehensive electrocardiographic diagnosis based on deep learning

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

An Automatic Diagnosis of Arrhythmias Using a Combination of CNN and LSTM Technology

(2020) Zhenyu Zheng et al.   Electronics

Accurate detection of sleep apnea with long short-term memory network based on RR interval signals

(2020) Oliver Faust et al.   KNOWLEDGE-BASED SYSTEMS

Deep learning approaches for automatic detection of sleep apnea events from an electrocardiogram

(2019) Urtnasan Erdenebayar et al.   COMPUTER METHODS AND PROGRAMS IN BIOMEDICINE

Speech Emotion Classification Using Attention-Based LSTM

(2019) Yue Xie et al.   IEEE-ACM Transactions on Audio Speech and Language Processing

F-measure curves: A tool to visualize classifier performance under imbalance

(2019) Roghayeh Soleymani et al.   PATTERN RECOGNITION

A novel application of deep learning for single-lead ECG classification

(2018) Sherin M. Mathews et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Application of stacked convolutional and long short-term memory network for accurate identification of CAD ECG signals

(2018) Jen Hong Tan et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Obstructive sleep apnea detection using ecg-sensor with convolutional neural networks

(2018) Xiaowei Wang et al.   MULTIMEDIA TOOLS AND APPLICATIONS

A method to detect sleep apnea based on deep neural network and hidden Markov model using single-lead ECG signal

(2018) Kunyang Li et al.   NEUROCOMPUTING

Recent advances in convolutional neural networks

(2018) Jiuxiang Gu et al.   PATTERN RECOGNITION

Automatic Detection of Obstructive Sleep Apnea Using Wavelet Transform and Entropy based Features from Single-Lead ECG Signal

(2018) Asghar Zarei et al.   IEEE Journal of Biomedical and Health Informatics

Using a Stacked Residual LSTM Model for Sentiment Intensity Prediction

(2018) Jin Wang et al.   NEUROCOMPUTING

A deep learning approach for real-time detection of atrial fibrillation

(2018) Rasmus S. Andersen et al.   EXPERT SYSTEMS WITH APPLICATIONS

Automated detection of arrhythmias using different intervals of tachycardia ECG segments with convolutional neural network

(2017) U. Rajendra Acharya et al.   INFORMATION SCIENCES

Application of deep convolutional neural network for automated detection of myocardial infarction using ECG signals

(2017) U. Rajendra Acharya et al.   INFORMATION SCIENCES

Deep convolutional neural network for the automated detection and diagnosis of seizure using EEG signals

(2017) U. Rajendra Acharya et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Computer-aided obstructive sleep apnea detection using normal inverse Gaussian parameters and adaptive boosting

(2016) Ahnaf Rashik Hassan   Biomedical Signal Processing and Control

An algorithm for sleep apnea detection from single-lead ECG using Hermite basis functions

(2016) Hemant Sharma et al.   COMPUTERS IN BIOLOGY AND MEDICINE

ECG Classification Using Wavelet Packet Entropy and Random Forests

(2016) Taiyong Li et al.   Entropy

An Obstructive Sleep Apnea Detection Approach Using a Discriminative Hidden Markov Model From ECG Signals

(2016) Changyue Song et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

A REVIEW OF ECG-BASED DIAGNOSIS SUPPORT SYSTEMS FOR OBSTRUCTIVE SLEEP APNEA

(2016) OLIVER FAUST et al.   Journal of Mechanics in Medicine and Biology

An Automatic Screening Approach for Obstructive Sleep Apnea Diagnosis Based on Single-Lead Electrocardiogram

(2015) Lili Chen et al.   IEEE Transactions on Automation Science and Engineering

A Novel Algorithm for the Automatic Detection of Sleep Apnea From Single-Lead ECG

(2015) Carolina Varon et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

An Online Sleep Apnea Detection Method Based on Recurrence Quantification Analysis

(2014) Hoa Dinh Nguyen et al.   IEEE Journal of Biomedical and Health Informatics

Representation Learning: A Review and New Perspectives

(2013) Y. Bengio et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

Electrocardiogram analysis using a combination of statistical, geometric, and nonlinear heart rate variability features

(2010) Alan Jovic et al.   ARTIFICIAL INTELLIGENCE IN MEDICINE

Apnea MedAssist: Real-time Sleep Apnea Monitor Using Single-Lead ECG

(2010) Majdi Bsoul et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Automatic detection and quantification of sleep apnea using heart rate variability

(2010) Saeed Babaeizadeh et al.   JOURNAL OF ELECTROCARDIOLOGY

Sleep Apnea Screening by Autoregressive Models From a Single ECG Lead

(2009) M.O. Mendez et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Automated Scoring of Obstructive Sleep Apnea and Hypopnea Events Using Short-Term Electrocardiogram Recordings

(2009) A.H. Khandoker et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

Support Vector Machines for Automated Recognition of Obstructive Sleep Apnea Syndrome From ECG Recordings

(2008) A.H. Khandoker et al.   IEEE TRANSACTIONS ON INFORMATION TECHNOLOGY IN BIOMEDICINE

EEG Signal Analysis: A Survey

(2008) D. Puthankattil Subha et al.   JOURNAL OF MEDICAL SYSTEMS