ECG Recurrence Plot-Based Arrhythmia Classification Using Two-Dimensional Deep Residual CNN Features [PDF]
Sensors, 2022 In this paper, an effective electrocardiogram (ECG) recurrence plot (RP)-based arrhythmia classification algorithm that can be implemented in portable devices is presented. Public databases from PhysioNet were used to conduct this study including the MIT-
Bhekumuzi M. Mathunjwa +5 more
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Cross recurrence plot based synchronization of time series [PDF]
Nonlinear Processes in Geophysics, 2002 The method of recurrence plots is extended to the cross recurrence plots (CRP) which, among others, enables the study of synchronization or time differences in two time series.
N. Marwan, M. Thiel, N. R. Nowaczyk
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Atrial Fibrillation Prediction Based on Recurrence Plot and ResNet [PDF]
SensorsAtrial fibrillation (AF) is the most prevalent form of arrhythmia, with a rising incidence and prevalence worldwide, posing significant implications for public health.
Haihang Zhu +3 more
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Evaluation of Vertical Ground Reaction Forces Pattern Visualization in Neurodegenerative Diseases Identification Using Deep Learning and Recurrence Plot Image Feature Extraction [PDF]
Sensors, 2020 To diagnose neurodegenerative diseases (NDDs), physicians have been clinically evaluating symptoms. However, these symptoms are not very dependable—particularly in the early stages of the diseases. This study has therefore proposed a novel classification
Che-Wei Lin +2 more
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Studying the functional connectivity of the primary motor cortex with the binarized cross recurrence plot: The influence of Parkinson's disease. [PDF]
PLoS ONE, 2021 Two new recurrence plot methods (the binary recurrence plot and binary cross recurrence plot) were introduced here to study the long-term dynamic of the primary motor cortex and its interaction with the primary somatosensory cortex, the anterior motor ...
Clara Rodriguez-Sabate +2 more
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Alzheimer's Disease Analysis Algorithm Based on No-threshold Recurrence Plot Convolution Network [PDF]
Frontiers in Aging Neuroscience, 2022 Alzheimer's disease is a neurological disorder characterized by progressive cognitive dysfunction and behavioral impairment that occurs in old. Early diagnosis and treatment of Alzheimer's disease is great significance.
Xuemei Li, Tao Zhou, Shi Qiu
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Computer-Aided Diagnosis System of Fetal Hypoxia Incorporating Recurrence Plot With Convolutional Neural Network [PDF]
Frontiers in Physiology, 2019 Background: Electronic fetal monitoring (EFM) is widely applied as a routine diagnostic tool by clinicians using fetal heart rate (FHR) signals to prevent fetal hypoxia.
Zhidong Zhao +3 more
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Recurrence Plot-Based Approach for Cardiac Arrhythmia Classification Using Inception-ResNet-v2 [PDF]
Frontiers in Physiology, 2021 The present study addresses the cardiac arrhythmia (CA) classification problem using the deep learning (DL)-based method for electrocardiography (ECG) data analysis.
Hua Zhang +8 more
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Recurrence Plot and Machine Learning for Signal Quality Assessment of Photoplethysmogram in Mobile Environment [PDF]
Sensors, 2021 The purpose of this study was to develop a machine learning model that could accurately evaluate the quality of a photoplethysmogram based on the shape of the photoplethysmogram and the phase relevance in a pulsatile waveform without requiring ...
Donggeun Roh, Hangsik Shin
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Recurrence plot embeddings as short segment nonlinear features for multimodal speaker identification using air, bone and throat microphones [PDF]
Scientific ReportsSpeech is produced by a nonlinear, dynamical Vocal Tract (VT) system, and is transmitted through multiple (air, bone and skin conduction) modes, as captured by the air, bone and throat microphones respectively.
K. Khadar Nawas +6 more
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