(Plz read it first) Business Analytics Laboratory (商業分析實驗室)

(Important) Please read this webpage first if you want to join my lab and schdule an interview.

(News) 恭喜品穎 (Pollie)、振宇 (Jeff)，獲補助，前往日本京都參加 ICIEA 2026 並發表論文 (Please look at the size of the computer screen on the left (or the first) picture. This is the main reason why I keep asking for larger fonts and 8 lines per slide during student presentation.)

(News) A warm welcome to Enzo, Michael, and Paul from Mapúa University, who have joined the lab as undergraduate exchange students.

Nonlinear Optimization (非線性最佳化)

• Course objective: Nonlinear optimization is widely used in engineering, business, data science, and machine learning. We will introduce fundamental algorithms through examples in this course, enabling students to read research articles, formulate their own problems, and solve them efficiently using the appropriate algorithms.

Nice talks on AI, geopolitics, optimization, SCM, and more

UC Berkeley EECS, Michael I. Jordan: A Collectivist Vision for AI, 2024/11/14 (At 1:02:00, Question about operations research)

• Michael I. Jordan, A Collectivist, Economic Perspective on AI, arXiv:2507.06268

(求職) 詐騙

內政部警政署，165打詐儀錶板 (大學生) (導師會議時，學校邀請刑事局警官來演講)

研究 (Research)

Conference papers:

• C.-H. Hsu and T.-Y. Liao,  Enhanced holistic regression for multicollinearity detection and feature selection, Available at SSRN, 2025. (code)
• 廖庭煜、維琪、許志華、饒忻，增強不確定性下的決策：結合 TRIZ 和機器學習方法的穩健優化框架，2025 系統性創新研討會暨專案競賽，論文競賽獎第一名 (code)

Journal articles:

• H.-A. Bui, C.-H. Hsu, H.-W.V. Young, Y.-Y. Chen, and Y.-A. Liou, Advanced Semi-Supervised Learning for Remote Sensing-Based Land Cover Classification in the Mekong River Delta, Vietnam, Remote Sensing, 2026, 18, 989. https://doi.org/10.3390/rs18070989.