A Novel Approach for Long ECG Synthesis Utilize Diffusion Probabilistic Model

Author:

Tran Diem Thi1ORCID,Tran Quoc Ngoc1ORCID,Dang Thi Thu Khiet2ORCID,Tran Dat Hoang2ORCID

Affiliation:

1. Univesity of Science-VNUHCM, Vietnam

2. R&D Section, ITRVN CORPORATION, Vietnam

Publisher

ACM

Reference22 articles.

1. Mikołaj Bińkowski , Jeff Donahue , Sander Dieleman , Aidan Clark , Erich Elsen , Norman Casagrande , Luis  C Cobo , and Karen Simonyan . 2019 . High Fidelity Speech Synthesis with Adversarial Networks. In International Conference on Learning Representations. Mikołaj Bińkowski, Jeff Donahue, Sander Dieleman, Aidan Clark, Erich Elsen, Norman Casagrande, Luis C Cobo, and Karen Simonyan. 2019. High Fidelity Speech Synthesis with Adversarial Networks. In International Conference on Learning Representations.

2. SMOTE: Synthetic Minority Over-sampling Technique

3. Ary  L Goldberger , Luis  AN Amaral , Leon Glass , Jeffrey  M Hausdorff , Plamen Ch Ivanov , Roger  G Mark , Joseph  E Mietus , George  B Moody , Chung-Kang Peng , and H Eugene Stanley . 2000. PhysioBank, PhysioToolkit, and PhysioNet : components of a new research resource for complex physiologic signals. circulation 101, 23 ( 2000 ), e215–e220. Ary L Goldberger, Luis AN Amaral, Leon Glass, Jeffrey M Hausdorff, Plamen Ch Ivanov, Roger G Mark, Joseph E Mietus, George B Moody, Chung-Kang Peng, and H Eugene Stanley. 2000. PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals. circulation 101, 23 (2000), e215–e220.

4. Denoising diffusion probabilistic models;Ho Jonathan;Advances in Neural Information Processing Systems,2020

5. Khondker Fariha Hossain , Sharif Amit Kamran , Alireza Tavakkoli , Lei Pan , Xingjun Ma , Sutharshan Rajasegarar , and Chandan Karmaker . 2021 . ECG-Adv-GAN: Detecting ECG Adversarial Examples with Conditional Generative Adversarial Networks. In 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA). IEEE, 50–56 . Khondker Fariha Hossain, Sharif Amit Kamran, Alireza Tavakkoli, Lei Pan, Xingjun Ma, Sutharshan Rajasegarar, and Chandan Karmaker. 2021. ECG-Adv-GAN: Detecting ECG Adversarial Examples with Conditional Generative Adversarial Networks. In 2021 20th IEEE International Conference on Machine Learning and Applications (ICMLA). IEEE, 50–56.

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