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7/25/2026
Dynamic Programming and Reinforcement Learning (動態規劃和強化學習)
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Course objective: This course introduces dynamic decision-making under uncertainty, with an emphasis on dynamic programming and reinforceme...
9/05/2025
專題和論文的製作與報告 (tips for the final project and your thesis)
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(at the bottom) Avoid common phenomena, final written report (for your ppt content) (大學生) 重要任務 人生困境: 計算機程式補考後的人生 (1/2) 我的方法: 運動 ,音樂 ( 馬友友 ...
4/10/2025
Some information and papers related to the seminar
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(4/9/2025) 許志華 (The original speaker needs to take care of emergency affairs.) Dimitris Bertsimas and Michael Lingzhi Li , Scalable holisti...
10/10/2024
人工智慧研究得到 2024 諾貝爾物理學和化學獎
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2024 諾貝爾物理學獎 新聞
7/22/2024
Chip Placement with Diffusion
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Vint Lee, Chun Deng, Leena Elzeiny, Pieter Abbeel, and John Wawrzynek, Chip Placement with Diffusion , arXiv:2407.12282.
5/11/2024
Fluid approximations for stochastic optimization
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When one encounters a stochastic optimization/control problem, one popular approach is to transform it into a deterministic problem by flui...
4/17/2024
10 個改變世界的統計觀念
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Leda Liang, Ten Statistical Ideas that Changed the World, ( YouTube , Stanford course , Tibshirani's GitHub )
2/05/2024
學習數學的四個層次:(3) 在許多行業的應用
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學習數學的四個層次:(0) 如何學數學 , (1) 代表具備基礎的知識與能力 , (2) 邏輯推理和抽象思考的能力 , (3) 在許多行業的應用 , (4) 純粹滿足好奇心或求知慾 。 2015/12/1 初稿,持續更新中。 一般性說明 數學是科學之母,科學則是工業的...
8/02/2023
Queueing Theory: Classical and Modern Methods
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Dimitris Bertsimas and David Gamarnik, Queueing Theory : Classical and Modern Methods , Dynamic Ideas, 2022. STRUCTURE OF THE BOOK: Part I ...
5/09/2023
Optimization in Online Content Recommendation Services
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Omar Besbes, Yonatan Gur, Assaf Zeevi, Optimization in Online Content Recommendation Services: Beyond Click-Through Rates , 18(1), pp. 15–33...
4/17/2023
A Practical End-to-End Inventory Management Model with Deep Learning
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Meng Qi, Yuanyuan Shi, Yongzhi Qi, Chenxin Ma, Rong Yuan, Di Wu, Zuo-Jun (Max) Shen (2023) A Practical End-to-End Inventory Management Model...
12/02/2022
Data-driven research in retail operations
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M. Qi, H.Y. Mak, and Z.J.M. Shen, Data‐driven research in retail operations—A review , Naval Research Logistics , 2020, 67 (8), 595-616. (Op...
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...
2/21/2022
7 real-world applications of reinforcement learning
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Joy Zhang, 7 real-world applications of reinforcement learning , gocoder, February 17, 2022 1. Autonomous driving with Wayve 2. Personalizi...
9/12/2021
Guessing Random Additive Noise Decoding
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Prof. Muriel Médard, Guessing Random Additive Noise Decoding (GRAND) , Rice U ECE, 2020年9月7日
8/30/2021
洞悉市場的人
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林錦慧譯 , 洞悉市場的人:量化交易之父吉姆‧西蒙斯與文藝復興公司的故事 , 天下文化 , 2020 Gregory Zuckerman, The Man Who Solved the Market: How Jim Simons Launched the Quant Revol...
8/01/2021
Probability in Electrical Engineering and Computer Science
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Jean Walrand, Probability in Electrical Engineering and Computer Science: An Application-Drive Course , Springer, 2021. ( pdf , Python ) Sho...
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...
6/21/2021
Revenue Management and Pricing Analytics
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Guillermo Gallego and Huseyin Topaloglu, Revenue Management and Pricing Analytics , Springer, 2019. The book is divided into three parts: tr...
6/15/2021
Analytics and Bikes: Riding Tandem with Motivate to Improve Mobility
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Daniel Freund, S. G. Henderson, E. O’Mahony, and D. B. Shmoys, Analytics and Bikes: Riding Tandem with Motivate to Improve Mobility , INFORM...
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