Augmenting Physiological Time Series Data: A Case Study for Sleep Apnea
Detection

Augmenting Physiological Time Series Data: A Case Study for Sleep Apnea Detection

22 May 2019

Stein Kristiansen

Mohan S. Kankanhalli

ArXiv (abs)PDF HTML

Papers citing "Augmenting Physiological Time Series Data: A Case Study for Sleep Apnea Detection"

10 / 10 papers shown

Title
A Review on Generative AI Models for Synthetic Medical Text, Time Series, and Longitudinal Data Mohammad Loni Fatemeh Poursalim Mehdi Asadi Arash Gharehbaghi SyDa 120 2 0 19 Nov 2024
Generative adversarial networks in time series: A survey and taxonomy Eoin Brophy Zhengwei Wang Qi She Tomas E. Ward EGVM AI4TS 76 57 0 23 Jul 2021
OCT-GAN: Neural ODE-based Conditional Tabular GANs Jayoung Kim Jinsung Jeon Jaehoon Lee Jihyeon Hyeong Noseong Park 96 37 0 31 May 2021
ConCAD: Contrastive Learning-based Cross Attention for Sleep Apnea Detection Guanjie Huang Fenglong Ma 63 11 0 07 May 2021
Using Under-trained Deep Ensembles to Learn Under Extreme Label Noise K. Nikolaidis T. Plagemann Stein Kristiansen V. Goebel Mohan Kankanhalli NoLa UQCV 52 3 0 23 Sep 2020
My Health Sensor, my Classifier: Adapting a Trained Classifier to Unlabeled End-User Data K. Nikolaidis Stein Kristiansen T. Plagemann V. Goebel Knut Liestøl ... G. Traaen Britt Overland Harriet Akre L. Aakerøy S. Steinshamn OOD 82 1 0 22 Sep 2020
An Empirical Survey of Data Augmentation for Time Series Classification with Neural Networks Brian Kenji Iwana S. Uchida AI4TS 90 505 0 31 Jul 2020
If You Like It, GAN It. Probabilistic Multivariate Times Series Forecast With GAN Alireza Koochali Andreas Dengel Sheraz Ahmed AI4TS 82 31 0 03 May 2020
Time Series Data Augmentation for Neural Networks by Time Warping with a Discriminative Teacher Brian Kenji Iwana S. Uchida AI4TS 83 93 0 19 Apr 2020
Time Series Data Augmentation for Deep Learning: A Survey Qingsong Wen Liang Sun Fan Yang Xiaomin Song Jing Gao Xue Wang Huan Xu AI4TS 131 649 0 27 Feb 2020