Course Teaching
NCKU
Machine Learning: Fall 2021
Deep Learning for Recommender Systems: Fall 2021
Machine Learning with Graphs: Spring 2020, Spring 2021, Spring 2022, Spring 2023, Fall 2023
Data Science: Fall 2019, Fall 2020, Spring 2022
Big Data Analysis: Fall 2019, Fall 2020, Fall 2021, Fall 2022
Introduction to Data Science: Spring 2018, Spring 2019, Spring 2021, Fall 2021, Fall 2022
Introduction to Computers: Fall 2016, Fall 2017, Fall 2018, Fall 2019, Spring 2023, Spring 2024
Social and Information Network Analysis: Spring 2017, Spring 2018, Spring 2019
Introduction to Statistics: Fall 2016
Probability and Statistics: Spring 2024
Spring 2016: Social Multimedia (taught by English)
Fall 2015: Data Mining (taught by English)
Spring 2015: Social Multimedia (taught by English)
Invited Talks & Interview
We gave a number of overview talks on graph representation learning, graph neural netowrks, and their applications. Below are YouTube videos of some of them.
圖機器學習之對抗式個資隱私攻防 @ FutureTech Expo 2023 (October 2023)
Graph Machine Learning and Its Applications @ [Keynote Speech] PyCon APAC 2022 (September 2022)
How Powerful are Graph Neural Networks on Data Science? @The 4th AII workshop (October 2020)
人工智慧海關非法走私偵測技術 @ FutureTech Expo 2020 (September 2020)
連結萬物的網路人工智慧 – 瘟疫、反恐、空汙、走私與假訊息 @ MOST YSF X World Season 2 (May 2020)
Explainable Detection of Fake News and Cyberbullying on Social Media @The 4th MAISoN workshop at TheWebConf 2020 (April 2020)
Learning Sleep Quality from Daily Logs @ ACM KDD 2019 (August 2019)
大數據中的小世界：連結你我的社群網路 @ 2018 AI嘉年華 (December 2018)
Conference Tutorials
We gave a series of tutorials that summarize the studies on the geo-social media analytics, and mining & sampling heterogeneous social network data. In these tutorials, We also pointed out several potential directions of these topics. Below are links to the slides and pages of the tutoirals.
Topic: Graph Neural Networks for Tabular Data Learning
Tutorial at The 2023 ACM Web Conference (WWW), Austin, Texas, USA, April 30 - May 4, 2023.
Tutorial at The 39th IEEE International Conference on Data Engineering (ICDE) 2023, Anaheim, CA, USA, April 3-7, 2023.
Tutorial at The 9th IEEE International Conference on Data Science and Advanced Analytics (DSAA) 2022, Hybrid, October 13-16, 2022.
Topic: Graph Neural Networks with Their Applications
Tutorial at Online Asian Machine Learning School, co-located with Asian Conference on Machine Learning (ACML), November 8-19, 2021.
Topic: Geo-Social Media Analytics
Tutorial at The 20th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD'16), Auckland, New Zealand, April 19, 2016.
Tutorial at ACM International World Wide Web Conference (WWW'15), Florence, Italy, May 18, 2015.
Topic: Planning and Visualizing Routes & Locations in Social Media
Tutorial at IEEE/ACM International Conference on Advances in Social Network Analysis and Mining (ASONAM'14), Beijing, China, August 17, 2014.
Tutorial at AAAI International Conference on Weblogs and Social Media (ICWSM'14), Ann Arbor, Michigan, USA, June 1, 2014.
Topic: Sampling and Summarization for Social Networks
Tutorial at SIAM International Conference on Data Mining (SDM'13), Austin, Texas, USA, May 2, 2013.
Tutorial at The 17th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD'13), Gold Coast, Australia, April 14, 2013.
Topic: Issues of Mining Heterogeneous Social Networks
Tutorial at The 13th Pacific-Asia Conference on Knowledge Discovery and Data Mining (PAKDD'09), Bangkok, Thailand, April 29, 2009.