讀書寫作
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7/23/2026
References for graduate students and my laboratory members
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Knowledge to master for a better foundation (and future) Tools and general: Adi Ignatius, “We Want to Make Ourselves Better” : The HBR Int...
7/11/2026
研究 (Research)
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Journal articles: P.-S. Chen, H.-Y. Liu, and C.-H. Hsu, Economic Order Quantity of Deteriorating Drugs with New and Redistributed Demands in...
12/18/2025
Some books and information on machine learning and AI
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General introduction (without math) 簡禎富 , 工業 3.5 :台灣企業邁向智慧製造與數位決策的戰略 , 天下雜誌 ,2019 Alex J. Gutman and Jordan Goldmeier, Becoming a Data Head...
2/26/2024
Catastrophe Insurance Pricing
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C. Zeng and D. Bertsimas, Catastrophe Insurance Pricing: A Robust Optimization Approach , In preparation for Management Science, 2023.
1/24/2024
Applications of Operations Research (作業研究) (including Optimization)
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為了提高同學們的學習動機,提供以下相關的資訊,以幫助同學們找到方向。也和 暑期實習 和未來就業中,決策支援系統中的演算法有密切關聯。以下許多的內容屬於碩博士階段的課程,也可以增加同學們 就讀研究所 的動機: Journals: INFORMS Journal on Applie...
10/26/2023
Sparse PCA: A New Scalable Estimator Based On Integer Programming
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Kayhan Behdin and Rahul Mazumder , Sparse PCA: A New Scalable Estimator Based On Integer Programming , arXiv:2109.11142v2, 2021. ( Julia ahd...
11/14/2022
Global Optimization via Optimal Decision Trees
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Dimitris Bertsimas and Berk Öztürk, Global Optimization via Optimal Decision Trees , arXiv:2202.06017. ( Code in Julia ) The global optimiza...
9/01/2022
出版論文驚魂記
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因為 決策樹和最佳化 的進展,所以想要把它用來解決生產製造的問題。 花了一年多、寫了數千行的程式,萃取出成功的部分結果,投稿到第一個期刊,被退稿。
3/14/2022
Global and Robust Optimization for Engineering Design
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Berk Öztürk, Global and Robust Optimization for Engineering Design , Ph.D. Thesis, MIT , 2022. (thesis, code, talk ) There is a need to ada...
7/01/2021
Algorithms for Decision Making
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Mykel Kochenderfer, Tim Wheeler, and Kyle Wray, Algorithms for Decision Making , MIT Press, 2022. (pdf available online) A broad introductio...
5/18/2021
EE104/CME107 Introduction to Machine Learning
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Sanjay Lall, EE104/CME107: Introduction to Machine Learning , Stanford University, Spring Quarter , 2021. (quarter: 10 weeks, Julia, YouTube...
5/03/2021
Machine Learning Under a Modern Optimization Lens
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Dimitris Bertsimas and Jack Dunn, Machine Learning Under a Modern Optimization Lens , Dynamic Ideas LLC, 2019. The book provides an ori...
4/11/2020
Algorithms for Optimization by Kochenderfer and Wheeler
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Mykel J. Kochenderfer and Tim A. Wheeler, Algorithms for Optimization , The MIT Press, 2019. This book offers a comprehensive introductio...
8/26/2014
矩陣方法與應用
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Prof. S. Boyd 的寫作非常清楚,這一季 (quarter) 開了一門大學部新課 EE103 Introduction to Matrix Methods (註 1),精彩可期。 網頁列了一些線性代數的應用 Audio Handwritten digit clas...
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