医学 AI

XSleepNet: Multi-View Sequential Model for Automatic Sleep Staging

Huy Phan, Oliver Y. Chén, Minh C. Tran, Philipp Koch, Alfred Mertins, Maarten De Vos

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments This article has been published in IEEE Transactions on Pattern Analysis and Machine Intelligence (TPAMI)

Identification of 27 abnormalities from multi-lead ECG signals: An ensembled Se-ResNet framework with Sign Loss function

Zhaowei Zhu, Xiang Lan, Tingting Zhao, Yangming Guo, Pipin Kojodjojo, Zhuoyang Xu, Zhuo Liu, Siqi Liu, Han Wang, Xingzhi Sun, Mengling Feng

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Super-Resolution Perception for Industrial Sensor Data

Jinjin Gu, Haoyu Chen, Guolong Liu, Gaoqi Liang, Xinlei Wang, Junhua Zhao

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

MRNet: a Multi-scale Residual Network for EEG-based Sleep Staging

Xue Jiang

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Atrial Fibrillation Detection and ECG Classification based on CNN-BiLSTM

Jiacheng Wang, Weiheng Li

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Multi-level Stress Assessment Using Multi-domain Fusion of ECG Signal

Zeeshan Ahmad, Naimul Khan

专题命中 健康监测 ：biomedical(abstract)；分类 cs.CV、cs.LG

Sensor Fusion using Backward Shortcut Connections for Sleep Apnea Detection in Multi-Modal Data

Tom Van Steenkiste, Dirk Deschrijver, Tom Dhaene

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments Paper presented at ML4H (Machine Learning for Health) workshop at NeurIPS 2019. https://ml4health.github.io/2019/

A Wearable Social Interaction Aid for Children with Autism

Nick Haber, Catalin Voss, Jena Daniels, Peter Washington, Azar Fazel, Aaron Kline, Titas De, Terry Winograd, Carl Feinstein, Dennis P. Wall

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.CV、cs.LG

A Graph-constrained Changepoint Detection Approach for ECG Segmentation

Atiyeh Fotoohinasab, Toby Hocking, Fatemeh Afghah

专题命中 健康监测 ：biomedical(abstract)；分类 cs.LG、eess.SP

RPnet: A Deep Learning approach for robust R Peak detection in noisy ECG

Sricharan Vijayarangan, Vignesh R, Balamurali Murugesan, Preejith SP, Jayaraj Joseph, Mohansankar Sivaprakasam

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments Accepted in EMBC 2020

Interpreting Deep Neural Networks for Single-Lead ECG Arrhythmia Classification

Sricharan Vijayarangan, Balamurali Murugesan, Vignesh R, Preejith SP, Jayaraj Joseph, Mohansankar Sivaprakasam

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments Accepted in EMBC 2020(EMBS)

DeepBeat: A multi-task deep learning approach to assess signal quality and arrhythmia detection in wearable devices

Jessica Torres Soto, Euan Ashley

专题命中 健康监测 ：biomedical(abstract)；分类 cs.LG、eess.SP

Real-time ultra-low power ECG anomaly detection using an event-driven neuromorphic processor

Felix Christian Bauer, Dylan Richard Muir, Giacomo Indiveri

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Generalization Studies of Neural Network Models for Cardiac Disease Detection Using Limited Channel ECG

Deepta Rajan, David Beymer, Girish Narayan

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Comments IEEE Computing in Cardiology (CinC) 2018

DOSED: a deep learning approach to detect multiple sleep micro-events in EEG signal

Stanislas Chambon, Valentin Thorey, Pierrick J. Arnal, Emmanuel Mignot, Alexandre Gramfort

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

Simultaneous 12-Lead Electrocardiogram Synthesis using a Single-Lead ECG Signal: Application to Handheld ECG Devices

Kahkashan Afrin, Parikshit Verma, Sanjay S. Srivatsa, Satish T. S. Bukkapatnam

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、eess.SP

ECG Beat Representation and Delineation by means of Variable Projection

Carl Böck, Péter Kovács, Pablo Laguna, Jens Meier, Mario Huemer

专题命中 健康监测 ：biomedical(abstract,journal_ref)；分类 eess.SP

Comments Codes, experiments, demonstrations are available at: https://codeocean.com/capsule/2038948/tree/v1

Journal ref IEEE Transactions on Biomedical Engineering (TBME), vol. 68, no. 10, pp. 2997-3008, 2021

Sleep Apnea Detection on a Wireless Multimodal Wearable Device Without Oxygen Flow Using a Mamba-based Deep Learning Approach

基于Mamba深度学习方法的无线多模态可穿戴设备无氧流睡眠呼吸暂停检测

Dominik Luszczynski, Richard Fei Yin, Nicholas Afonin, Andrew S. P. Lim

机构 * University of Toronto Department of Medicine（多伦多大学医学系） ； Sunnybrook Research Institute Department of Medicine Neurology Div.（圣玛丽医院研究学院医学系神经病学部） 纠错

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、q-bio

AI总结 本文提出基于Mamba架构的深度学习模型，利用无线多模态可穿戴设备无氧流信号，实现睡眠呼吸暂停的准确检测与事件级表征。

Comments 29 pages, 14 figures. Authors Dominik Luszczynski, Richard Fei Yin and Nicholas Afonin contributed equally

Permutation Entropy as a Conceptual Model to Analyse Brain Activity in Sleep

Alexander Edthofer, Iris Feldhammer, Thomas Fenzl, Andreas Körner, Matthias Kreuzer

专题命中 健康监测 ：diagnosis(abstract)；分类 q-bio、eess.SP

Comments 14 pages, 5 figures, included in abstract volume of the 11th EUROSIM Congress on Modelling and Simulation

Detection of Acetone as a Gas Biomarker for Diabetes Based on Gas Sensor Technology

Jiaming Wei, Tong Liu, Jipeng Huang, Xiaowei Li, Yurui Qi, Gangyin Luo

专题命中 健康监测 ：diagnosis(abstract)；分类 q-bio、eess.SP

Comments 9 pages, 14 figures

Frozen Language Model Helps ECG Zero-Shot Learning

Jun Li, Che Liu, Sibo Cheng, Rossella Arcucci, Shenda Hong

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、q-bio

MVMTnet: A Multi-variate Multi-modal Transformer for Multi-class Classification of Cardiac Irregularities Using ECG Waveforms and Clinical Notes

Ankur Samanta, Mark Karlov, Meghna Ravikumar, Christian McIntosh Clarke, Jayakumar Rajadas, Kaveh Hassani

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、q-bio

Comments 18 pages, 11 figures, submitted to Artificial Intelligence in Medicine journal

MMA-RNN: A Multi-level Multi-task Attention-based Recurrent Neural Network for Discrimination and Localization of Atrial Fibrillation

Yifan Sun, Jingyan Shen, Yunfan Jiang, Zhaohui Huang, Minsheng Hao, Xuegong Zhang

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、q-bio

Comments 9 pages, 5 figures

A survey of statistical learning techniques as applied to inexpensive pediatric Obstructive Sleep Apnea data

Emily T. Winn, Marilyn Vazquez, Prachi Loliencar, Kaisa Taipale, Xu Wang, Giseon Heo

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG、q-bio

Real-Time ECG Interval Monitoring Using a Fully Disposable Wireless Patch Sensor

Gabriel Nallathambi, Paurakh Rajbhandary, Thang Tran, Olivier Colliou

专题命中 健康监测 ：diagnosis(abstract)；分类 q-bio、eess.SP

Comments Presented at 2021 IEEE 17th International Conference on Wearable and Implantable Body Sensor Networks (BSN)

ECG Language Processing (ELP): a New Technique to Analyze ECG Signals

Sajad Mousavi, Fatemeh Afghah, Fatemeh Khadem, U. Rajendra Acharya

专题命中 健康监测 ：biomedical(abstract)；分类 q-bio、eess.SP

Inter-Patient ECG Classification with Convolutional and Recurrent Neural Networks

Li Guo, Gavin Sim, Bogdan Matuszewski

专题命中 健康监测 ：diagnosis(abstract)；分类 q-bio、eess.SP

Comments 10 pages, 8 figures

A deep learning architecture for temporal sleep stage classification using multivariate and multimodal time series

Stanislas Chambon, Mathieu Galtier, Pierrick Arnal, Gilles Wainrib, Alexandre Gramfort

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.CV、q-bio

Nonlinear aspects of the EEG during sleep in children

Matthew J. Berryman, Scott W. Coussens, Yvonne Pamula, Declan Kennedy, Kurt Lushington, Cosma Shalizi, Andrew Allison, A. James Martin, David Saint, Derek Abbott

专题命中 健康监测 ：diagnosis(abstract)；分类 q-bio；biomedical(journal_ref)

Comments 9 pages, 2 figures, 4 tables

Journal ref Proc. SPIE: Fluctuations and Noise in Biological, Biophysical, and Biomedical Systems, Austin, Texas, USA, May 24-26, 2005, vol. 5841, pp. 40-48

Personalized Scorer Modeling: A Learning-Based Framework for Deriving Robust Sleep Stage Labels from Multiple Experts

个性化评分者建模：一种基于学习的框架，用于从多位专家处推导鲁棒的睡眠阶段标签

Seyyed Ali Hoseini, Javad Baseri, Hamid Saadatfar, Edris Hoseini Gol, AmirHossein Eshghi

专题命中 健康监测 ：diagnosis(abstract)；分类 cs.LG

AI总结 本研究提出基于学习的个性化评分者建模框架 LBH，利用多评分者数据集构建更可靠的睡眠阶段参考标签，在 DOD-H、DOD-O 数据集上较基线方法提升了睡眠分期性能。