Ting-Chun,Lin | AI for Mental Health

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Education

National Taipei University of Education
M.S. in Computer Science, Expected Jan 2027

  • Thesis: Multimodal Emotion Forecasting across Social Media Platforms using Temporal Transformer Models
  • Advisor: Ying-Tung Hsiao
  • GPA: [To be added]

National Taipei University of Education
B.S. in Computer Science, Graduated 2022

  • GPA: 3.45

Research Interests

  • Affective Computing
  • Multimodal Deep Learning
  • Natural Language Processing (NLP)
  • Weather-Mood Forecasting
  • Time Series Modeling (TFT, Informer)
  • AI for Mental Health and Well-being

Publications

Ting-Chun Lin (June, 2025). Weather Effects on Social Media: A Cross-disciplinary Analysis of Digital Behavior and Emotional Change. Paper accepted for presentation at the 2025 International Conference on Taiwan’s Digital Generation Research, Tainan, Taiwan.

Projects

Serenity Forecast (馨晴預報)
Co-developer | AI Model & System Integration Lead
2025-Now

  • Co-developing a weather-aware mental health assistant integrating emotion detection, meteorological data, and user feedback.
  • Designed system architecture and NLP modules for emotion analysis and personalized alerting.

Weather-Aware Emotion Prediction from Social Media
Lead Researcher
2025-Now

  • Published a multimodal emotion forecasting study analyzing 5,731 Threads posts and weather data.
  • Improved emotion classification by combining mDeBERTa and GPT-4o for sentiment labeling.
  • Achieved F1-score gains through LSTM-based integration of meteorological variables.
  • Accepted at the 2025 Taiwan Digital Generation Research Conference.

Awards

  • 2nd Place – 2024 Digital Star Competition, Ministry of Digital Affairs