Chia-Yu Lin
Assistant Professor
Summary
I am Dr. Chia-Yu Lin (Sally Lin), an Assistant Professor in the Department of Computer Science and Information Engineering at National Central University, Taiwan. I hold a Ph.D. in Communications Engineering and have a strong foundation in AI, cloud computing, and real-time data analysis. My expertise spans smart manufacturing, blockchain, and AI-driven applications, which is reflected in my leadership of over 17 research projects, numerous publications, and the successful mentorship of award-winning students. With a blend of academic and industry experience, including roles at IBM and the Institute for Information Industry, I am dedicated to applying cutting-edge technologies to solve complex challenges and inspiring the next generation of innovators.
Overview
13
13
years of professional experience
6
6
years of post-secondary education
2
2
Languages
Work History
Assistant Professor
National Central University
08.2022 - Current
Assistant Professor
Yuan Ze University
08.2020 - 07.2022
Postdoctoral Researcher
National Chiao Tung University
03.2019 - 07.2020
- Applied artificial intelligence technologies to research in smart manufacturing and blockchain
Consultant Intern
beBit
08.2016 - 11.2018
- Developed crawler to analyze young people's preference and design the potential product in the project
Project Manager
Institute of Information Industry (III)
12.2016 - 02.2018
- Managed the process of 'Blockchain Ecosystem Innovation Development Project' and reported to VP of III
Research Intern
National Center for High-Performance Computing
07.2011 - 12.2016
- Surveyed storage technology in cloud computing system and measured the performance of database
Research Intern
IBM T.J. Watson Research Center
08.2014 - 07.2015
- Developed novel incremental checkpoint data structure on real-time streaming data processing system
Software Engineering Intern
Industrial Technology Research Institute
07.2013 - 08.2013
- Developed novel consuming recommendation system to increase the probability of user consumption
Lecturer
National Chiao-Tung University
02.2013 - 06.2013
- Taught basic knowledge of computer science, making personal website, personal movie and electronic book
Education
Ph.D. Candidate of Science - Communications Engineering
National Chiao-Tung University
09.2012 - 02.2019
Master of Science - Computer Science
National Chiao-Tung University
Bachelor of Science - Computer Science
National Chiao-Tung University
Skills
Artificial intelligence,
smart manufacturing,
streaming analysis,
cloud computing
Researchfield
Fluent in English, Fluent in Chinese, Artificial intelligence, Smart manufacturing, Streaming analysis, Cloud computing
Honorsandcertificates
45, 5, AI Smart Reflection Removal and Cultural Artifact Image Recognition System, First Place, Information Application, Ministry of Education's 29th University Information Application Service Innovation Competition, 2024, Wang Bing-Xiang, Bronze Medal, Cloud Computing (Youth Group), Ministry of Labor's 54th National Skills Competition, 2024, Wang Bing-Xiang, Third Place, Cloud Computing (Youth Group), Northern Regional Skills Competition of the Ministry of Labor's 54th National Skills Competition, 2024
Personalwebsite
https://sites.google.com/site/chiayulin0121/
Publications
[J1] H. T. Chang and C. Y. Lin, "Improving Student Learning Performance in Machine Learning Curricula: A Comparative Study of Online Problem-Solving Competitions in Chinese and English-Medium Instruction Settings," Journal of Computer Assisted Learning, 2024., (Corresponding Author) (SCIE, IF 5), [J2] H. T. Chang and C. Y. Lin, "Applying Competition-Based Learning to Stimulate Students' Practical and Competitive AI Ability in a Machine Learning Curriculum," IEEE Transactions on Education, vol. 67, no. 2, pp. 256-265, 2024., (Corresponding Author) (SCIE, IF 2.1), [C1] C. Y. Lin and Y. Z. Chen, "Inpainting-based Anomaly Detection System with Self-supervised Learning." in IEEE International Conference on Industry 4.0, Artificial Intelligence, and Communication Technology (IAICT), 2024., [C2] C. Y. Lin, Y. C. Yen, and M. Lu, "Privacy-preserving Federated Learning for Industrial Defect Detection Systems via Differential Privacy and Image Obfuscation." in IEEE International Conference on Artificial Intelligence (CAI), 2024., [C3] P. H. Hung, B. S. Wang, Y. W. Chang, Ted. T. Kuo, L. J. Wang, and C. Y. Lin, "An Implementation of Blockchain-based Federated Learning Framework." in IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW), 2024., [C4] Y. S. Chen, H. Y. Lien, J. Y. Li, and C. Y. Lin, "Supervised Intrusion Detection with Out-of-Distribution Detection for Microservices." in IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW), 2024., [C5] B. Y. Tong, T. T. Kuo, and C. Y. Lin, "Visualization-oriented Natural Language Interfaces for Grafana Dashboard." in IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW), 2024., [C6] H. Teng, and C. Y. Lin, "Dynamic and Static Features Extraction for Deepfake Detection." in IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW), 2024., [C7] Z. W. Chen, and C. Y. Lin, "Few Shot Fine-Grained Visual Classification for Defect Detection." in IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW), 2024., [C8] P. Y. Li, T. T. Chang, Y. C. Kuo, C. Y. Lin, and H. Y. Chang, "Unveiling the Black Box: An XAI-based Anti-Money Laundering Model." in IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW), 2024., [C9] Abel C. H. Chen, and C. Y. Lin, "Key Expansion Based on Elliptic Curve Cryptography for Anonymous Voting." in IEEE International Conference on Consumer Electronics - Taiwan (ICCE-TW), 2024., [C10] C. Y. Lin, C. H. Han, W. C. Yin, and Ted. T. Kuo, "A Cluster-based Privacy-Enhanced Hierarchical Federated Learning Framework with Secure Aggregation." in IEEE International Conference on Computing, Networking and Communications (ICNC), 2024.
Leadership Experience
- Incremental Learning for Classification and Object Detection Model Applied in Smart Manufacturing, 110-2222-E-155-001-MY3, 08/2021, 07/2024
- Multimodel-based and In-Training XAI for Unsupervised Tiny and Fine-grained Visual Representation Clustering, 113-2222-E-008-002, 08/2024, 07/2025
- Cybersecurity Talent Development Program, 01/2021, 12/2024, Cloud+X: Integrated Talent Development for Roles, Courses, Certifications, and Competitions - A Case Study on Cloud Computing Platform and Application Course, PEE1137079, 08/2024, 07/2025
- AI+X: Guiding Students to Develop Cross-Domain Applications Using AI through Competitions, PEE1123086, 08/2023, 01/2025
- Performance Analysis of Competition Learning on the Cultivation of Students' Practical skill and Competition-related Skill, PEE1100984, 08/2021, 07/2022,
- R&D Project on Real-Time Ocean Observation Platform Development and AI Image Data Application Services
- SPACEVLEO. Ltd, 10/2024, 04/2025,
- Multi-Site Equipment Parameter Synchronization and Optimization
- AUO Corporation, 10/2023, 09/2024,
- Panel Defect Detection and Problematic Station Identification
- AUO Corporation, 10/2021, 09/2024,
- Incremental Learning and Meta-Learning for Product Defect Detection and Classification
- AUO Corporation, 10/2021, 09/2024, Research on Progressive Object Recognition and Object Dimension Measurement Technology in Mixed Reality, Institute for Information Industry (III), 06/2024, 12/2024, Generative AI - Intelligent Image Generation and Restoration
- Zheng Ding Tech. Group, 01/2024, 12/2024, AI Video Surveillance - SOP Monitoring for Operations, Zheng Ding Tech. Group, 01/2023, 12/2023, AI Slicing Measurement, Zheng Ding Tech. Group, 01/2022, 12/2022, Few Shot, Multi-Variant AVI Image Learning, Zheng Ding Tech. Group, 01/2021, 12/2021, Abnormal Transaction Inspection and License Plate Registration Operations Integrated with AI Robot Applications, Far Eastern Electronic Toll Collection Co., Ltd., 01/2021, 12/2021
Affiliations
Department of Computer Science and Information Engineering, National Central University
Timeline
Assistant Professor
National Central University
08.2022 - Current
Assistant Professor
Yuan Ze University
08.2020 - 07.2022
Postdoctoral Researcher
National Chiao Tung University
03.2019 - 07.2020
Project Manager
Institute of Information Industry (III)
12.2016 - 02.2018
Consultant Intern
beBit
08.2016 - 11.2018
Research Intern
IBM T.J. Watson Research Center
08.2014 - 07.2015
Software Engineering Intern
Industrial Technology Research Institute
07.2013 - 08.2013
Lecturer
National Chiao-Tung University
02.2013 - 06.2013
Ph.D. Candidate of Science - Communications Engineering
National Chiao-Tung University
09.2012 - 02.2019
Research Intern
National Center for High-Performance Computing
07.2011 - 12.2016
Master of Science - Computer Science
National Chiao-Tung University
Bachelor of Science - Computer Science
National Chiao-Tung University
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