5446 - 統計計算
Statistical Computing
教育目標 Course Target
本課程提供統計計算之基本介紹,結合理論概念與實作練習,並透過 R、Python 或 MATLAB 等程式語言實作統計方法。課程中將以當前研究領域的實例說明核心概念,並引導學生建構模型、設計演算法,並將其應用於實際問題中。
This course provides a basic introduction to statistical calculations, establishing rational concepts and practice, and implementing statistical methods through programming languages such as R, Python or MATLAB. In the course, the core concept will be explained with examples from the current research field, and students will be guided to construct models, design algorithms, and apply them to actual problems.
參考書目 Reference Books
1. Rizzo, M. L. (2019), Statistical computing with R, 2nd Edition, Chapman and Hall/CRC.
2. Gelman, A., Carlin, J. B., Stern, H. S., Dunson, D. B., Vehtari, A., & Rubin, D. B. (2013), Bayesian data analysis, 3rd Edition, Chapman and Hall/CRC.
3. Robert, C. P. & Casella, G. (2004), Monte Carlo statistical methods, 2nd Edition, Springer.
1. Rizzo, M. L. (2019), Statistical computing with R, 2nd Edition, Chapman and Hall/CRC.
2. Gelman, A., Carlin, J. B., Stern, H. S., Dunson, D. B., Vehtari, A., & Rubin, D. B. (2013), Bayesian data analysis, 3rd Edition, Chapman and Hall/CRC.
3. Robert, C. P. & Casella, G. (2004), Monte Carlo statistical methods, 2nd Edition, Springer.
評分方式 Grading
評分項目 Grading Method |
配分比例 Percentage |
說明 Description |
---|---|---|
平時表現 Normal performance |
50 | |
作業 Action |
30 | |
期末報告 Final report |
20 |
授課大綱 Course Plan
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Click the link below to view the detailed course plan
相似課程 Related Courses
課程代碼 Course Code |
課程名稱 Course Name |
授課教師 Instructor |
時間地點 Time & Room |
學分 Credits |
操作 Actions |
---|---|---|---|---|---|
選修-1594
|
統計系2-4 蔡承翰 | 四/2,3,4[M442] | 3-0 | 詳細資訊 Details |
課程資訊 Course Information
基本資料 Basic Information
- 課程代碼 Course Code: 5446
- 學分 Credit: 3-0
-
上課時間 Course Time:Monday/2,3,4[ST527]
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授課教師 Teacher:陳孜圩
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修課班級 Class:應數系3,4,碩1,2
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