InsightSleepNet: the interpretable and uncertainty-aware deep learning network for sleep staging using continuous Photoplethysmography

被引：0
|
作者：
Borum Nam
Beomjun Bark
Jeyeon Lee
In Young Kim
机构：
[1] Hanyang University,Department of Electronic Engineering
[2] Hanyang University,Department of Biomedical Engineering
来源：
BMC Medical Informatics and Decision Making | / 24卷
关键词：
Sleep staging; Artificial intelligence; Uncertainty; Interpretability; Photoplethysmography;
D O I：
暂无
中图分类号：
学科分类号：
摘要：
引用
收藏
相关论文
共 50 条
  • [41] Uncertainty-Aware Traffic Prediction using Attention-based Deep Hybrid Network with Bayesian Inference
    Rahman, Moshiur
    Jamil, Abu Rafe Md
    Nower, Naushin
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2023, 14 (06) : 1243 - 1251
  • [42] Uncertainty-Aware Energy Management Strategy for Hybrid Electric Vehicle Using Hybrid Deep Learning Method
    Zhang, Tao
    Zhao, Chunqing
    Sun, Xiaoxia
    Lin, Min
    Chen, Qidi
    IEEE ACCESS, 2022, 10 : 63152 - 63162
  • [43] Uncertainty-aware Audiovisual Activity Recognition using Deep Bayesian Variational Inference
    Subedar, Mahesh
    Krishnan, Ranganath
    Meyer, Paulo Lopez
    Tickoo, Omesh
    Huang, Jonathan
    2019 IEEE/CVF INTERNATIONAL CONFERENCE ON COMPUTER VISION (ICCV 2019), 2019, : 6310 - 6319
  • [44] An Uncertainty-Aware Deep Learning Model for Reliable Detection of Steel Wire Rope Defects
    Yi, Wenting
    Chan, Wai Kit
    Lee, Hiu Hung
    Boles, Steven T.
    Zhang, Xiaoge
    IEEE TRANSACTIONS ON RELIABILITY, 2024, 73 (02) : 1187 - 1201
  • [45] Uncertainty-Aware Health Diagnostics via Class-Balanced Evidential Deep Learning
    Xia, Tong
    Dang, Ting
    Han, Jing
    Qendro, Lorena
    Mascolo, Cecilia
    IEEE JOURNAL OF BIOMEDICAL AND HEALTH INFORMATICS, 2024, 28 (11) : 6417 - 6428
  • [46] Uncertainty-aware deep learning for robot touch: Application to Bayesian tactile servo control
    Vazquez, Manuel Floriano
    Lepora, Nathan F.
    2021 IEEE INTERNATIONAL CONFERENCE ON ROBOTICS AND AUTOMATION (ICRA 2021), 2021, : 1615 - 1621
  • [47] Deep Learning for Pediatric Sleep Staging From Photoplethysmography: A Transfer Learning Approach From Adults to Children
    Haimov, Sharon
    Tabakhov, Alissa
    Tauman, Riva
    Behar, Joachim A.
    IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING, 2025, 72 (02) : 760 - 767
  • [48] An uncertainty-aware deep reinforcement learning framework for residential air conditioning energy management
    Lork, Clement
    Li, Wen-Tai
    Qin, Yan
    Zhou, Yuren
    Yuen, Chau
    Tushar, Wayes
    Saha, Tapan K.
    APPLIED ENERGY, 2020, 276 (276)
  • [49] Uncertainty-Aware Deep Learning Classification for MRI-Based Prostate Cancer Detection
    Taguelmimt, Kamilia
    Dang, Hong-Phuong
    Miranda, Gustavo Andrade
    Visvikis, Dimitris
    Malavaud, Bernard
    Bert, Julien
    CANCER PREVENTION, DETECTION, AND INTERVENTION, CAPTION 2024, 2025, 15199 : 114 - 123
  • [50] Uncertainty-Aware Bayesian Deep Learning with Noisy Training Labels for Epileptic Seizure Detection
    Shama, Deeksha M.
    Venkataraman, Archana
    UNCERTAINTY FOR SAFE UTILIZATION OF MACHINE LEARNING IN MEDICAL IMAGING, UNSURE 2024, 2025, 15167 : 3 - 13
12345