顯示具有 機率統計 標籤的文章。 顯示所有文章
顯示具有 機率統計 標籤的文章。 顯示所有文章
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 ...
7/13/2025

Statistical Modeling: The Two Cultures

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Cynthia Rudin , Leo Breiman, the Rashomon Effect, and the Occam Dilemma , arXiv:2507.03884, 2025. In the famous “Two Cultures” paper, Leo Br...
6/20/2024

Alleviating Court Congestion

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Shany Azaria, Boaz Ronen, Noam Shamir (2023) Alleviating Court Congestion: The Case of the Jerusalem District Court . INFORMS Journal on App...
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 )
2/25/2024

Customer Choice Models vs. Machine Learning

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Jacob Feldman, Dennis J. Zhang, Xiaofei Liu, and Nannan Zhang (2021) Customer Choice Models vs. Machine Learning: Finding Optimal Product Di...
2/18/2024

An Exact Solution to Wordle

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 Dimitris Bertsimas, Alex Paskov (2024) An Exact Solution to Wordle . Operations Research.
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...
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...
12/15/2023

Becoming a Data Head

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Alex J. Gutman and Jordan Goldmeier, Becoming a Data Head: How to Think, Speak, and Understand Data Science, Statistics, and Machine Learnin...
12/06/2023

Interesting, Important, and Impactful Operations Management

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Gerard P. Cachon, Karan Girotra, Serguei Netessine (2020) Interesting, Important, and Impactful Operations Management . Manufacturing & ...
11/01/2023

Learning an Inventory Control Policy with General Inventory Arrival Dynamics

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S Andaz, C Eisenach, D Madeka, K Torkkola, R Jia, D Foster, S Kakade, Learning an Inventory Control Policy with General Inventory Arrival Dy...
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...
9/07/2023

機率與統計的應用

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生活中到處充滿著不確定性，例如吃飯排隊的等候時間、機台生產的良率、民調統計數字的分析等等。 工業系 也開設許多相關的課程，例如品質管制、資料分析、智慧製造、實驗設計、機器學習、人工智慧等等，以 解決工商業的問題 。 許多人修這門課的時候，很痛苦 (1)。除了 了解其應用 外，建議...
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...
3/15/2023

2022 Franz Edelman Award

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 2022 Edelman Competition  ( videos ) Leonardo J. Basso et al., Analytics Saves Lives During the COVID-19 Crisis in Chile , INFORMS Journal...
2/02/2023

學習大數據 (big data) 的技能

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一些工具或念個學位 可以參考 DS Examiner, Data Scientist Foundations: The Hard and Human Skills You Need , November 8, 2013 或者   Insight Data Science ...