6189 - 統計計算

Statistical Computing

教育目標 Course Target

本課程旨在培養學生以程式設計與數值方法處理統計問題之能力。學生將學習統計計算的基本理論與實作技巧,熟悉運用程式語言(如R或Python)進行資料處理、模擬、估計與模型實作,並能針對實際問題進行統計推論與演算法設計。課程強調理論與實作並重,為進一步研究與應用統計方法打下堅實基礎。

This course aims to cultivate students' ability to deal with statistical problems using programming and numerical methods. Students will learn the basic theory and implementation skills of statistical computing, become familiar with using programming languages ​​(such as R or Python) for data processing, simulation, estimation and model implementation, and be able to conduct statistical inference and algorithm design for practical problems. The course emphasizes both theory and practice, laying a solid foundation for further research and application of statistical methods.

課程概述 Course Description

本門課的目標在訓練學生基本統計程式設計能力。課程重點在於介紹程式設計之基本要素以及基本統計方法之程式設計。另一重點為介紹客制化使用者介面以及物件導向程式設計等更進階課題。

The goal of this course is to train students' basic statistical programming abilities. The course focuses on introducing the basic elements of programming and basic statistical methods for programming. Another focus is on introducing more advanced topics such as customized user interfaces and object-oriented programming.

參考書目 Reference Books

Rizzo, M. L. (2019). Statistical computing with R. Chapman and Hall/CRC.
S. Ross (2012). Simulation. 5th Edition. Academic Press.

Rizzo, M. L. (2019). Statistical computing with R. Chapman and Hall/CRC.
S. Ross (2012). Simulation. 5th Edition. Academic Press.

評分方式 Grading

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期中考試
midterm exam
30
期末報告
Final report
30
作業/隨堂習作
Homework/classroom exercises
30
出席狀況與平時表現
Attendance status and usual performance
10

授課大綱 Course Plan

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選修-1598
統計系2-4 魏文翔 一/6,7,8[M442] 0-3 詳細資訊 Details

課程資訊 Course Information

基本資料 Basic Information

  • 課程代碼 Course Code: 6189
  • 學分 Credit: 0-3
  • 上課時間 Course Time:
    Wednesday/6,7,8[M442]
  • 授課教師 Teacher:
    蔡承翰
  • 修課班級 Class:
    統計碩1,2
選課狀態 Enrollment Status

目前選課人數 Current Enrollment: 1 人

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