東北大學(Tohoku University)

資訊科學研究所，系統資訊科學專攻 |
日本文部科學省WISE計畫補助，人工智慧與電子學五年一貫博士學程畢業生

博士論文： Investigation of mental state estimation to support learning based on behavior measurements
（日文標題： 学習支援のための行動指標を利用した心的状態推定手法の検討）
論文全文PDF下載

博士論文摘要與審查結果： 連結
博士論文實驗刺激使用之自製網站： 連結

指導教授: Satoshi Shioiri, Ph.D.

期刊論文

Wang, G. -Y., Hatori, Y., Sato, Y., Tseng, C.-H., Shioiri, S.(under review) Predicting learners' engagement and help-seeking behaviors in an e-learning environment by using facial and head pose features. Computers in Human Behavior Reports

Wang, G. -Y., Hatori, Y., Sato, Y., Tseng, C.-H., Yueh, H.-P., Shioiri, S.(under review) Cultural differences in facial features based on SHAP analysis from machine learning model estimating learners’ mental states. Multimedia Tools and Applications

Wang, G. -Y., Yueh, H. -P., Huang, L.-L. (in submission) Can robots facilitate students’ collaborative learning to solve Linguistics Olympiad Problems by providing empathic feedback?

Wang, G. -Y., Hatori, Y., Sato, Y., Tseng, C.-H., Shioiri, S., Predicting Learners' Engagement and Help-Seeking Behaviors in an E-Learning Environment by Using Facial and Head Pose Features. [Preprint] Available at SSRN: https://ssrn.com/abstract=4600003 or http://dx.doi.org/10.2139/ssrn.4600003

Yueh, H.-P., Wang, G.-Y., & Lee, T. S.-H. (2022) The cognition, information behaviors and preventive behaviors of Taiwanese people facing COVID-19. Scientific Reports. 12934. https://doi.org/10.1038/s41598-022-20312-6

Wang, G. -Y., & Yueh, H. -P. (2020) Optimistic Bias, Food Safety Cognition and Consumer Behaviour of College Students in Taiwan and mainland China. Foods, 9(11), 1588. doi:10.3390/foods9111588

會議論文

Wang, G.-Y., Nagata, H., Hatori, Y., Sato, Y., Tseng, C.-H., Shioiri, S. Detecting Learners’ Hint Inquiry Behaviors in e-Learning Environment by using Facial Expressions. In Proceedings of the Tenth ACM Conference on Learning @ Scale (L@S '23). July 20-22, 2023, Copenhagen, Denmark. ACM, New York, NY, USA,4 pages. https://doi.org/10.1145/3573051.3596182

Wang, G.-Y, Nagata, H., Hatori, Y., Sato, Y., Tseng, C.-H., Shioiri, S., “Estimate students' concentration level by using facial expression”, 信学技報, vol. 122, no. 326, pp. 65-69, 2022年12月

研討會發表紀錄

Wang, G.-Y., Nagata, H., Hatori, Y., Sato, Y., Tseng, C.-H., Shioiri, S. Estimating students’ engagement levels evaluated subjectively by human annotators from their facial features using a machine learning technique [Oral]. Vision Society of Japan 2023 Summer Meeting (VSJ), Tokyo, Japan.18th-20th Sep. 2023

Wang, G.-Y., Nagata, H., Hatori, Y., Sato, Y., Tseng, C.-H., Shioiri, S. Estimate students’ mental state while solving a language puzzle [Oral]. Vision Society of Japan 2023 Winter Meeting (VSJ), Tokyo, Japan.18th-20th Jan.2023

Wang, G.-Y., Nagata, H., Hatori, Y., Sato, Y., Tseng, C.-H., Shioiri, S. Estimate students' concentration level by using facial expression [Oral]. Technical Committee on Human Information Processing (HIP), Sendai, Japan. 22nd-23rd Dec.2022

Wang, G.-Y. Designing an intelligent-tutoring robot for language problem-solving training [Poster]. 2021 RIEC Annual Meeting on Cooperative Research Projects: “Compass for Next- Gen ICT” Program, Online. 17th February. 2022.

Huang, C.-Y., Wang, G.-Y., Lin, Y.-H., You, H.-H., Lin, W.,& Yueh, H.-P. (2019). A robot for the elderly? Investigation of Older Adults' Images of Social Robot, paper accepted for Poster presentation at the 11th International Association of Gerontology and Geriatrics Asia/Oceania Regional Congress, Taipei, Taiwan. Oct. 2019.

Hsu, L.-J., Wang, G.-Y., Hu, Y.-H., Lu, M.-H., Lin, Y. H., Lin,W., & Yueh, H.-P. Investigating Older Adults' Technological Needs for Social Activities, paper accepted for Poster presentation at the 11th International Association of Gerontology and Geriatrics Asia/Oceania Regional Congress, Taipei, Taiwan. Oct. 2019.

王冠云、岳修平。（2017年10月15日）。兩岸大學生的樂觀偏誤、食安認知及消費行為［口頭發表］。2017年台灣心理學會第56屆年會暨國際研討會，國立中正大學。

受邀演講

2024/03/02 "Estimation of mental states in the context of e-learning by using machine learning techniques" at 2024 NTU x Tohoku Symposium on AI and Human Studies. (Link)

2023/10/25 "Your face shows you need a hint: Detecting hint-inquiry behaviors in an e-learning environment" at Unlocking Human Behavior: Exploring Online Measures and Behavioral Methods in Social Sciences, UAntwerp (University of Antwerp) - NTU (National Taiwan University) collaborative research symposium.(臺比合作交流論壇) (Link)

2023/07/04 "Can you give a hint? Predicting students' help-seeking action by using facial expressions" at the Brainware Engineering Workshop, RIEC, Tohoku University.

2023/04/24 "If My Teacher is AI: Educational Digital Transformation and Its Applications." at Visual neuroscience lab (Host: Distinguished Professor Chen, Chien-Chung Ph.D.), National Taiwan University.

2023/04/20 「互動網頁實驗實作與案例 (應用JsPsych與Python網頁程式)」 (三小時教育訓練工作坊) @ Human performance lab (Host: Distinguished Professor Yueh, Hsiu-Ping Ph.D.), National Taiwan University. (Link)

高級工程師

執行數位轉型相關專案，導入人工智慧(AI)以及其他數位工具、協助組織提升生產效率、辦公室效率。

AI實習研究員

發展新的 VAE/GAN 模型進行異常偵測。

在實習過程中，學習到如何與不同國籍的人互動，一起合作開發模型。 過程中，我們一起學習新的知識與技術，從貝式統計到Variation auto-encoder， 團隊中有數學專攻的同學，也有機械專攻的同學，我們一起成長互惠。 短短三個月中，學習到如何使用Google Colab與人協作coding， 對於使用Markdown來製作數學公式及整理code也更有心得，更能在實務應用。

專任研究助理

撰寫研究報告，執行人與機器人相關實驗，擔任社會機器人課堂助教。

語言學講師

指導學生語言學相關知識，並帶領學生參與國際語言學奧林匹亞競賽國內國手徵選。所培訓學生最佳成績為國中年紀即打敗高中生取得國手資格。

曾擔任臺灣、香港國際語言學奧林匹亞競賽國家代表隊培訓課程講師

影像實習生

關注教育不平等議題，進入偏鄉擔任攝影工作，將偏鄉教育發聲的點點滴滴以影像的方式記錄下來。