eileenWTH.github.io.source

Hi from Eileen! 👋
I am a applied scientist at Inventec Corporation, focusing on time series modeling and survival analysis. Specifically, I deal with physiological signal including Electrocardiogram (ECG) and Photoplethysmogram (PPG). I apply machine learning and statistical models for cardiac abnormalities detection and heart failure survival estimation.

I’m broadly interested in healthcare AI. I like to think about what clinical procedures is time-consuming, which actions follow rules/patterns yet
labor-intensive, and how to mitigate these situtions with machine learning models.

Before that, I was a AI engineer at AHEAD Medicine, working on the blood cancer risk stratification and relapse detection. I also had great fun learning neuroscience with Dr. Jeremy Lee and Dr. Chon-Wen Shyi during my M.S. at National Tsing Hua University.

News

Feb 14, 2023	[In press] 1 Journal got accepted in Nature Scientific Data (🔥 IF=12.5)
Oct 20, 2022	1 paper accepted in IEEE International Conference on e-Health and Bioengineering.
Sep 5, 2021	🎉 Best Challenge Poster in 2021 PhysioNet/CinC Challenge (paper).
Jul 29, 2020	1 journal accepted in Frontiers in Human Neuroscience. (🔥)
Jul 20, 2020	1 paper accepted for Alzheimer’s disease detection in EMBC 2020.

Selected publications

CINC

A Mixed-Domain Self-Attention Network for Multilabel Cardiac Irregularity Classification Using Reduced-Lead Electrocardiogram

Hao-Chun,Yang, *Wan-Ting,Hsieh, and Trista Pei-Chun,Chen

In Computing in Cardiology, CinC 2020, Brno, Czech Republic, September 12-15 2021

arXiv Bib Poster

@inproceedings{DBLP:conf/cinc/Yaang21,
  abbr = {CINC},
  author = {Yang, Hao-Chun and Hsieh, Wan-Ting and Chen, Trista Pei-Chun},
  title = {A Mixed-Domain Self-Attention Network for Multilabel Cardiac Irregularity Classification Using Reduced-Lead Electrocardiogram},
  booktitle = {Computing in Cardiology, CinC 2020, Brno, Czech Republic, September 12-15},
  pages = {x--x},
  publisher = {{IEEE}},
  year = {2021},
  arxiv = {2204.13917},
  poster = {2021/cinc21-hgy-attn-poster.pdf},
  selected = {true},
  bibtex_show = {true}
}

EMBC

Behavior Score-Embedded Brain Encoder Network for Improved Classification of Alzheimer Disease Using Resting State fMRI

*Wan-Ting,Hsieh, Jeremy,Lefort-Besnard, Hao-Chun,Yang, Li-Wei,Kuo, and Chi-Chun,Lee

In 42nd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, EMBC 2020, Montreal, QC, Canada, July 20-24, 2020 2020

Bib HTML

@inproceedings{DBLP:conf/embc/HsiehLYKL20,
  abbr = {EMBC},
  author = {Hsieh, Wan-Ting and Lefort-Besnard, Jeremy and Yang, Hao-Chun and Kuo, Li-Wei and Lee, Chi-Chun},
  title = {Behavior Score-Embedded Brain Encoder Network for Improved Classification
                 of Alzheimer Disease Using Resting State fMRI},
  booktitle = {42nd Annual International Conference of the {IEEE} Engineering in
                 Medicine {\&} Biology Society, {EMBC} 2020, Montreal, QC, Canada,
                 July 20-24, 2020},
  pages = {5486--5489},
  publisher = {{IEEE}},
  year = {2020},
  url = {https://doi.org/10.1109/EMBC44109.2020.9175312},
  doi = {10.1109/EMBC44109.2020.9175312},
  timestamp = {Mon, 21 Sep 2020 08:38:16 +0200},
  biburl = {https://dblp.org/rec/conf/embc/HsiehLYKL20.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  html = {https://pubmed.ncbi.nlm.nih.gov/33019221/},
  bibtex_show = {true},
  selected = {true}
}

ICASSP

Conditional Domain Adversarial Transfer for Robust Cross-Site ADHD Classification Using Functional MRI

Ya-Lin,Huang, *Wan-Ting,Hsieh, Hao-Chun,Yang, and Chi-Chun,Lee

In 2020 IEEE International Conference on Acoustics, Speech and Signal Processing, ICASSP 2020, Barcelona, Spain, May 4-8, 2020 2020

Bib

@inproceedings{DBLP:conf/icassp/HuangHYL20,
  abbr = {ICASSP},
  author = {Huang, Ya-Lin and Hsieh, Wan-Ting and Yang, Hao-Chun and Lee, Chi-Chun},
  title = {Conditional Domain Adversarial Transfer for Robust Cross-Site {ADHD}
                 Classification Using Functional {MRI}},
  booktitle = {2020 {IEEE} International Conference on Acoustics, Speech and Signal
                 Processing, {ICASSP} 2020, Barcelona, Spain, May 4-8, 2020},
  pages = {1190--1194},
  publisher = {{IEEE}},
  year = {2020},
  url = {https://doi.org/10.1109/ICASSP40776.2020.9054606},
  doi = {10.1109/ICASSP40776.2020.9054606},
  timestamp = {Thu, 23 Jul 2020 16:20:10 +0200},
  biburl = {https://dblp.org/rec/conf/icassp/HuangHYL20.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  bibtex_show = {true},
  selected = {true}
}