chadHGY.github.io.source

Hey, thanks for stopping by! 👋
I’m a PhD graduate from National Tsing Hua University, Taiwan.
My interests lie broadly at the intersection of machine learning and human mental statuses like emotions/personalities through Physiologies (ECG/EDA), Speech, and Visual Cues (facial expression, gait).

Besides, I’m the Research Lead of Health Informatics group, conducting Alzheimer’s Study using MRI and Heart Disease Detection using ECG.
During my PhD studies, I had also spent time at CMedia Electronics worked as a Senior Machine Learning Engineer, leading the development of Real-time Speech Dereverberation/Denoise.

News

Apr 7, 2022	👨‍🎓 Survived from thesis defense "Physiological-based Affective Computing using Personality Invariant Learning"
Sep 5, 2021	🎉 Best Challenge Poster in 2021 PhysioNet/CinC Challenge (with InventecAI, preprint).
Jul 16, 2021	1 paper accepted for robust Federated Learning in Multi-Site Alzheimer in EMBC 2021.
Mar 5, 2021	1 journal accepted in IEEE Transactions on Affective Computing. (IF:10.5 )
Jul 25, 2020	1 paper accepted in ACMMM’20 ! (27.9% accept rate )

Selected publications

TAFFC

A Media-Guided Attentive Graphical Network for Personality Recognition Using Physiology

*Hao-Chun,Yang, and Chi-Chun,Lee

IEEE Transactions on Affective Computing 2021

Bib HTML PDF

@article{yang-personality/taffc,
  abbr = {TAFFC},
  author = {Yang, Hao-Chun and Lee, Chi-Chun},
  journal = {IEEE Transactions on Affective Computing},
  title = {A Media-Guided Attentive Graphical Network for Personality Recognition Using Physiology},
  year = {2021},
  volume = {},
  number = {},
  pages = {1-1},
  doi = {10.1109/TAFFC.2021.3090040},
  booktitle = {IEEE Transactions on Affective Computing},
  html = {https://ieeexplore.ieee.org/document/9463689},
  pdf = {2021/taffc21-hgy-graph.pdf},
  selected = {true},
  bibtex_show = {true}
}

CINC

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

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

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

Bib HTML PDF Poster

@inproceedings{DBLP:conf/cinc/Yaang21,
  abbr = {CINC},
  author = {Yang, Hao-Chun and Hsieh, Wan{-}Ting and Chen, 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},
  html = {https://cinc.org/physionet-cinc-challenge-awards},
  pdf = {2021/cinc21-hgy-attn.pdf},
  poster = {2021/cinc21-hgy-attn-poster.pdf},
  selected = {true},
  bibtex_show = {true}
}

EMBC

Federated Learning via Conditioned Mutual Learning for Alzheimer Disease Classification on T1w MRI

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

In 43rd Annual International Conference of the IEEE Engineering in Medicine & Biology Society, EMBC 2021, (Virtual), Nov 1-5, 2021 2021

Bib HTML PDF

@inproceedings{DBLP:conf/embc/Yalin21,
  abbr = {EMBC},
  author = {Huang, Ya{-}Lin and Yang, Hao-Chun and Lee, Chi{-}Chun},
  title = {Federated Learning via Conditioned Mutual Learning for Alzheimer Disease Classification on T1w MRI},
  booktitle = {43rd Annual International Conference of the {IEEE} Engineering in
                 Medicine {\&} Biology Society, {EMBC} 2021, (Virtual),
                 Nov 1-5, 2021},
  pages = {2427-2432},
  doi = {10.1109/EMBC46164.2021.9630382},
  pmid = {34891771},
  publisher = {{IEEE}},
  year = {2021},
  html = {https://ieeexplore.ieee.org/document/9630382},
  pdf = {2021/embc21-hgy-fedcm.pdf},
  selected = {true},
  bibtex_show = {true}
}

ACMMM

Cross Corpus Physiological-based Emotion Recognition Using a Learnable Visual Semantic Graph Convolutional Network

Woan-Shiuan,Chien, *Hao-Chun,Yang, and Chi-Chun,Lee

In MM ’20: The 28th ACM International Conference on Multimedia, ACMMM 2020, Virtual Event / Seattle, WA, USA, October 12-16, 2020 2020

Bib HTML PDF

@inproceedings{DBLP:conf/mm/ChienYL20,
  abbr = {ACMMM},
  author = {Chien, Woan-Shiuan and Yang, Hao-Chun and Lee, Chi-Chun},
  editor = {Chen, Chang Wen and Cucchiara, Rita and Hua, Xian-Sheng and Qi, Guo-Jun and Ricci, Elisa and Zhang, Zhengyou and Zimmermann, Roger},
  title = {Cross Corpus Physiological-based Emotion Recognition Using a Learnable
                 Visual Semantic Graph Convolutional Network},
  booktitle = {{MM} '20: The 28th {ACM} International Conference on Multimedia, {ACMMM} 2020, Virtual
                 Event / Seattle, WA, USA, October 12-16, 2020},
  pages = {2999--3006},
  publisher = {{ACM}},
  year = {2020},
  url = {https://doi.org/10.1145/3394171.3413552},
  doi = {10.1145/3394171.3413552},
  timestamp = {Thu, 15 Oct 2020 16:32:08 +0200},
  biburl = {https://dblp.org/rec/conf/mm/ChienYL20.bib},
  bibsource = {dblp computer science bibliography, https://dblp.org},
  selected = {true},
  html = {https://dl.acm.org/doi/abs/10.1145/3394171.3413552},
  pdf = {2020/acmmm20-hgy-graphemo.pdf},
  bibtex_show = {true}
}