Lab Members

Spatiotemporal Data Science Laboratory (STDS)

Lab Intro.:
Dr. Chun-Hsiang Chan established the 'Spatiotemporal Data Science Laboratory (STDS)' in January 2023. We aim to leverage vast amounts of spatiotemporal data analysis and artificial intelligence techniques to study the diverse impacts of human mobility on Human Dynamics, contributing to the realization of the United Nations' Sustainable Development Goals. The focus involves dissecting urban population flow networks and cross-border migration networks to understand their spatiotemporal flow characteristics. These findings are applied to various issues such as travel demand forecasting and planning, mental health, and social media marketing. Moreover, the lab is dedicated to leveraging artificial intelligence to develop new technologies and algorithms. It aims to analyze spatiotemporal features within various big data sets, providing decision-makers with insightful information, solving practical problems, and expediting existing analytical processes. This includes areas such as smart disaster prevention, vehicle-to-everything (V2X), smart cybersecurity, and clinical medicine research (osteoporosis and emergency medicine). We welcome all students and people interested in interdisciplinary data science to join us!

Latest News

Date Member Award Project
2025.01.25 Zhi-Wei Chen 2025 Taiwan International Science Fair (TISF) - The 3rd Prize
Represent Taiwan in the Buca IMSEF, Turkey		 Apply Machine Learning to Reinforce Gravitational Wave Detection
2024.12.16 Zhi-Wei Chen 2025 Taiwan International Science Fair (TISF) - Semi-final Apply Machine Learning to Reinforce Gravitational Wave Detection
2024.12.05 Po-Yu Yeh &
You-Yun Zheng		 The Second Place Capstone Project Competition (CSIE): DRPT: A New Technique for Evaluating the Robustness of Synthetic Data
2024.12.03 Yi-Chia Cheng Approved
Approved
Candidate
Approved
Approved
Approved
Directly Approved
Approved
Directly Approved		 NTU | Insitutue of Industrial Engineering
NTU | Graduate Institute of Photonics and Optoelectronics
NTHU | Department of Engineering and System Science
NYCU | Institute of Data Science and Engineering
NYCU | International College of Semiconductor Technology
NYCU | Department of Electrophysics
NCU | Department of Optics and Photonics
NCU | Department of Electrical Engineering
NTUST | Department of Electronic and Computer Engineering
2024.12.03 Shan-Yin Yang Approved
Candidate
Candidate
Approved
Candidate
Candidate
Candidate
Approved
Approved
Candidate
Candidate		 NTU | Insitutue of Health Data Analytics and Statistics
NTU | Insitutue of Industrial Engineering
NTU | Graduate Institute of Photonics and Optoelectronics
NTHU | College of Semiconductor Research
NCKU | MS Degree in Intelligent Computing
NCKU | Department of Science
NCU | Department of Electrical Engineering
NTUST | Graduate Institute of Electro-Optical Engineering
NTUST | Graduate Institute of Advanced Semiconductor Technology
NTUST | Department of Electronic and Computer Engineering (Semiconductor)
NTUST | Graduate Institute of A.I. Cross-disciplinary Technology
2024.07.08 An-Hua Po Pass the Master Thesis Defense Revealing the Global and Regional Impacts of World Events on CPI through Global Trade Network Properties
2024.07.08 Yun-Hsin Wen Pass the Master Thesis Defense Investigating the Impacts of Different Data Integration Methods on Urban Population Flow Forecasting: A Graph Neural Network Approach
2024.07.08 Chien-Yi Lo Pass the Master Thesis Defense Applying Temporal and Spatial Autocorrelation Architecture in Graph Generative Adversarial Networks to Metro Passenger Flow Forecasting
2024.06.24 Shan-Yin Yang College Student Research Scholarship, NSTC, ROC Exploring the Spatiotemporal Dynamics of Multi-level Urban Structures with Vehicle Trajectories: Structural Equivalence and Community Detection
2024.06.24 Po-Yu Yeh College Student Research Scholarship, NSTC, ROC Develop an SMOTE Parameter Optimization Algorithm for Imbalanced Spatial Data Dilemma
2024.05.07 Zhi-Wei Chen 2024 High School Student Science Research Grant Program Apply Machine Learning to Reinforce Gravitational Wave Detection
2024.03.13 Zhi-Wei Chen Physics Award at the Taipei First Girls' High School Science Fair Apply Machine Learning to Reinforce Gravitational Wave Detection


Collaborator
Yu-Chiung Lin

  • Ph.D. | Dept. of Physics, NTU
  • M.S. | Dept. of Astrophysics, NTU
  • Research Interests: Cosmology, Gravitational Waves, AI
  • Email: yuchiung.lin@mx.nthu.edu.tw


    • Collaborator
    Ping-Hao Benson Bair

  • M.S. | Dept. of Computer Science, NUS
  • B.S.S. | Dept. of Business Administration, NTNU
  • Research Interests: LLM、NLP、Text Mining
  • Email: bensonb1108@gmail.com


    • Collaborator
    Li-Heng Chen

  • M.S.| Dept. of Geography, NTU
  • M.S.| Dept. of Statistics, NTU
  • Research Interests: Spatiotemporal Data Science, MAUP, Classification Algorithm
  • Email: liheng.stat@gmail.com


    • Administrative Assistant
    Pin-Hsien Wang

  • 1Y Ph.D. Student | Appl Sci Tech, NTUST
  • Research Interests: STEAM, Geography Education, E-learning
  • Email: pinxian1091@gmail.com


    • 4Y Undergrad. | NTNU (RA & TA)
    Tzu-Cheng Chang

  • Projects: Speed Camera in Road Safety
  • Research Interests: Spatial analysis, Remote Sensing, GeoAI
  • Email: 41023112L@ntnu.edu.tw


    • 3Y Undergrad. | NTNU (RA)
    Peng Hsiang Jen

  • Projects: Low-income Population Pattern: A Spatial Analysis
  • Research Interests: TBU
  • Email: melodym713jk@gmail.com


    • 4Y Undergrad. | CYCU
    You-Yun Zheng

  • Projects: Spatio-Temporal Deep Learning for Urban Mobility: Traffic and Pedestrian Flow Prediction with MRT Data
  • Research Interests: Web Development, Automation, Cybersecurity AI & Open Source
  • Email: s11020126@cycu.edu.tw


    • 4Y Undergrad. | CYCU (RA)
    Ian, Po-Yu Yeh

  • Projects: DRPT: A new technique for evaluating the robustness of synthetic data based on a box-counting algorithm
  • Research Interests: Cybersecurity AI, Cryptography & Financial Engineering
  • Email: ian920806@gmail.com


    • 4Y Undergrad. | CYCU
    Shan-Yin Yang

  • Projects: Understanding the Role of International Flight Networks in Disease Spreading: towards Global Spatial Epidemic Prevention Zones and Hierarchical Disease Control Policies
  • Research Interests: Airport Network, IC Design, Artificial Intelligence & Data Science
  • Email: shanyin0102@gmail.com


    • 4Y Undergrad. | CYCU
    Yi-Chia Cheng

  • Projects: Characterizing the Population Flow Patterns After the 2023 Turkey-Syria Earthquake
  • Research Interests: Urban Mobility, Semiconductor & Data Science
  • Email: selena1108666@gmail.com


    • 2Y Undergrad. | NTNU
    Chia-Hsun Lee

  • Projects: Developing a 3D Vehicle Trajectory Spatiotemporal Correction
  • Research Interests: TBU
  • Email: a0975148726@gmail.com


    • 2Y Undergrad. | NTNU
    Rou-Hsuan Shen

  • Projects: Understanding the Impact of Amenities on Social Housing Neighborhood
  • Research Interests: TBU
  • Email: laishaohong04@gmail.com


    • 2Y Undergrad. | NTNU
    Shao-Hong Lai

  • Projects: The Vulnerability Analysis of Global Submarine Cable Network
  • Research Interests: TBU
  • Email: laishaohong04@gmail.com


    • 2Y | Taipei First Girls High School
    Zhi-Wei Chen

  • Projects: Gravitational Wave Detection Via Deep Learning Approach
  • Research Interests: Artificial Intelligence, Gravitational Wave
  • Email: zhiwei.kiwwychen@gmail.com

    • Alumni @ Master Program in Intelligent Computing and Big Data, CYCU

    Alumni Degree Year Thesis
    An-Hua Po Master 2024.07 Revealing the Global and Regional Impacts of World Events on CPI through Global Trade Network Properties
    Yun-Hsin Wen Master 2024.07 Investigating the Impacts of Different Data Integration Methods on Urban Population Flow Forecasting: A Graph Neural Network Approach
    Chien-Yi Lo Master 2024.07 Applying Temporal and Spatial Autocorrelation Architecture in Graph Generative Adversarial Networks to Metro Passenger Flow Forecasting