Publications and Research Activities
About
I am currently an assistant professor in Master Program in Statistics of National Taiwan University (MPS, NTU), Taipei City, Taiwan. My research interests include
Machine learning, Deep neural network (DNN)
Dimension reduction
Similarity measure
Biomedical images analysis, Internet of Things (IoT network)
Publications
---Journal Articles
Sridevi Padakanti, Khong Loon Tiong, Yan-Bin Chen, Chen-Hsiang Yeang (2021, Sep). Genotypes of informative loci from 1000 Genomes data allude evolution and mixing of human populations. Scientific Reports (Sci Rep), 11, 17741. (link)
Yan-Bin Chen, Ido Nevat, Pengfei Zhang, Sai Ganesh Nagarajan, Hung-Yu Wei (2018, Oct). Query-Based Sensors Selection for Collaborative Wireless Sensor Networks With Stochastic Energy Harvesting. IEEE Internet of Things Journal (IEEE IoT-J), Volume: 6 , Issue: 2, pp 3031-3043. (link)
Yan-Bin Chen, Guan-Yu Lin, and Hung-Yu Wei (2016, Jul). A dynamic estimation of the unsaturated bu er in the IEEE 802.11 DCF network: A particle filter framework approach. IEEE Transactions on Vehicular Technology (IEEE TVT), vol. 65, no. 7, pp. 5397-5409. (link)
---Peer-reviewed Conference Papers
Yan-Bin Chen, Khong-Loon Tiong, Chen-Hsiang Yeang (2022, Dec). Clustering image data with a fixed embedding. IEEE International Conference on Machine Learning and Applications 2022 (IEEE ICMLA), Nassau, Bahamas. (link)
Yan-Bin Chen, Guan-Yu Lin and Hung-Yu Wei (2014, Sep). Dynamic estimation of unsaturated buffer in context-aware M2M WiFi network. 2014 IEEE International Conference on Internet of Things (IEEE iThings), Taipei, Taiwan. (link)
Ming-Yuan Cheng, Yan-Bin Chen, Hung-Yu Wei, and Winston KG Seah (2013, Oct). Event-driven energy-harvesting wireless sensor network for structural health monitoring. 2013 IEEE 38th Conference on Local Computer Networks (IEEE LCN), Sydney, Australia. (link)
---Submitted
0. Yan-Bin Chen, et al., (2023+) Exploring the relation between the geometry of a fixed embedding space and the underlying cluster structure of image data using the Merge & Expand framework
Speeches and Academia Services
2023/11/23. Seminar in Department of Statistics of NTPU (臺北大學 統計系 專題演講). Topics: Practical Imputation Techniques for Handling Missing Data
2023/11/17. Seminar in Data Science Degree Program of NTU (臺灣大學 資料科學學程 專題演講). Topics: Handling Missing Values in Data Science
2023/7/25. Teaching Assistant in Statistical School 2023 in Institute of Statistical Science, Acadimia Sinica, Taipei City, Taiwan. (中央研究院 統計科學研究所 2023統計研習營).
2022/12/12. Poster presentation in 21th IEEE International Conference on Machine Learning and Application (IEEE ICMLA), Nassau, Bahamas. Topics: Clustering image data with a fixed embedding.
2022/9/23. Workshop on Robust Statistical Inference for High Dimensional Data and Deep Models in ISS AS. (中央研究院 統計科學研究所 研討會) Topics: Feature Representation Learning in Neural Networks Guided by the Sliced Inverse
2022/4/21. Seminar in NCU (中央大學 數學系 專題演講). Topics:Cluster image by self-supervised learning with a fixed embedding
2022/1/7. Seminar in NTHU (清華大學 統計學研究所 專題演講). Topics: Unsupervised learning of data with a fixed embedding for clustering
2021/12/10. Conference in FJU (輔仁大學 2021 年統計學術研討會暨台日韓國際統計學術研討會). Topics: Unsupervised learning of image data with a fixed embedding
2019/10/17. Course in FJU (輔仁大學 統計資訊學系 專家講座). Topics: Statistical Approach for the Applications on Internet of Things (IoT)
2019/9/3. As the moderator in 2019 Statistical Science Camp in ISS AS (中央研究院 統計科學研究所 統計營).
Teachings
2024 -- Cloud Computing for High Dimensional Data (graduate courses; link)
-- Artificial Intelligence Programming with Python - For Beginners (undergraduate courses; link)2023 -- Cloud Computing for High Dimensional Data (graduate courses)
-- Artificial Intelligence Programming with Python - For Beginners (undergraduate courses)
Honors, Funding and Award
2023-2025 NSTC Research Project Grant (postdoc independent research project) (國科會: 延攬研究學者暨執行專題研究計畫), Taipei City, Taiwan.
2016 Best Dissertation Award from Department of Electrical Engineering, National Taiwan University, Taipei City, Taiwan.
2014 International Awardee of A*STAR Research Attachment Programme (ARAP) from A*STAR Research Institute, Singapore.