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

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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

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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]
  • 授課教師 Teacher:
    陳孜圩
  • 修課班級 Class:
    應數系3,4,碩1,2
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 14 人

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