國立中興大學教學大綱
課程名稱 (中) 統計軟體與計算(6067)
(Eng.) Statistical Software and Computing
開課單位 統計所
課程類別 選修 學分 3 授課教師 沈宗荏
選課單位 大數據學程博 / 博士班 授課使用語言 英文 開課學期 1151
課程簡述 This course introduces two programming languages, C++ and R, for statistical computing. C++ is used to help students develop fundamental programming logic, algorithmic thinking, and an understanding of how computational procedures are constructed. Building on this foundation, students will learn to use R efficiently for statistical simulation, data analysis, and research-oriented projects.

By the end of the semester, students should be able to apply the programming and statistical computing skills acquired in the course to complete a final project. In particular, they will reproduce, evaluate, or extend the simulation studies and data analyses presented in a selected research paper.
先修課程名稱
課程與核心能力關聯配比(%) 課程目標之教學方法與評量方法
課程目標 核心能力 配比(%) 教學方法 評量方法
This course aims to equip you with the programming and computational skills needed to solve statistical problems and conduct independent projects using C++ and R. Students are expected to have completed undergraduate-level courses in Calculus, Probability, and Mathematical Statistics. Through consistent study and active engagement throughout the semester, you will develop the ability to select, implement, and evaluate appropriate statistical methods independently.
1.數學專業思維與邏輯推理知識
2.人工智慧理論與應用專業知識
3.大數據理論與應用專業知識
5.智慧運算模型建構與軟體應用
25
25
25
25
其他
網路/遠距教學
討論
講授
測驗
口頭報告
作業
書面報告
出席狀況
授課內容(單元名稱與內容、習作/每週授課、考試進度-共16週加自主學習)
週次 授課內容
第1週 ‼️👨‍🏫 Classes will be suspended on Monday, September 7, and Wednesday, September 9, because I will be attending an international conference. The three missed class periods will be made up from 18:30 to 21:00 on Thursday, December 3, 2026, when the midterm examination will be held.
◼︎ The first class will proceed as scheduled. The teaching assistant will also make several important announcements about the course, so please be sure to attend.
第2週 I will focus on C++ from Week 2 to Week 9.
Week2: Introduction and course overview
第3週 Week3: Data, variables, and calculations
第4週 Week4: Decisions and loops
第5週 Week: Functions
第6週 Week6: Applications: Stochastic models
第7週 Week7: Arrays, strings, and pointers
第8週 Week8: IO and file IO
第9週 Week9: Defining your own data type
第10週 Week10: Introduction to using R
第11週 Week11: Univariate data; Bivariate data; Random data
第12週 Week12:Elementary simulations; R Data Structures;
第13週 Week13: Various methods for generating random variables
‼️ 12/3 (Thursday) 18:30-21:00 Midterm Exam (I will run our classes as usual this week; please be present in class.)
第14週 Week14: Various methods for generating random variables
‼️👨‍🏫 12/9 (Wednesday) will be a day off from class because I need to attend another international conference. However, these two classes will be held in another day, which will be announced later.
第15週 🗣️Oral presentations of the final projects. The presentation schedule and start date will be determined based on the number of students enrolled in the course.
第16週 🗣️Oral presentations of the final projects.
1. Revise your final project report in response to the comments and suggestions received during your presentation.
2. Finalize the written report and upload it to the iLearning system.
自主學習
內容
   01.參與專業論壇、講座、企業分享等產官學研相關交流活動
   03.製作專題報告
   05.參與本校各單位舉辦之各類工作坊活動

學習評量方式
✏️ Assessment

❏ Miscellaneous coursework, including homework assignments, mini-projects, quizzes, and class attendance: 30%
(No fixed schedule)

❏ Midterm examination, scheduled for 12/3 (Thursday), 18:30-21:00: 35%

❏ Final project, including an oral presentation and a written report: 35%
教科書&參考書目(書名、作者、書局、代理商、說明)
📙 Simulation, 4th Edition, by Sheldon M. Ross, Academic Press.
📙 C++ programming: Ivor Horton’s Beginning Visual C++ 2013, by Ivor Horton, Wiley
課程教材(教師個人網址請列在本校內之網址)
🛜 iLearning
課程輔導時間
⏰ TBA
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更新日期 西元年/月/日:2026/08/28 14:01:39 列印日期 西元年/月/日:2026 / 9 / 24
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