- 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.
讀書寫作
4/04/2026
Nonlinear Optimization (非線性最佳化)
4/02/2026
Nice talks on AI, geopolitics, optimization, SCM, and more
The Pragmatic Engineer, The third golden age of software engineering – thanks to AI, with Grady Booch, 2026/2/5
4/01/2026
3/26/2026
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.
3/20/2026
工業系作業研究學科競賽
主題 (開放題目)
- 結合生產計畫與管制和作業研究兩門課求最佳解,包括工廠內的排程、派工、設施規劃、廠內運輸、廠外運輸、供應鏈網路設計等相關問題
- 以桃園巿為研究對象的相關最佳化問題
YouTube 人氣獎
- 助教:蔡豐安 (Frank) (email: ann3866631 at Gmail)
- 影片上傳期限:5/21 ~ 5/28 (6 pm)
訂閱:
意見 (Atom)