5446 - 矩陣理論與計算
Matrix Theory and Computation
教育目標 Course Target
本課程旨在深入探討矩陣計算理論，幫助學生理解矩陣的基本概念、運算技巧及其在實際問題中的應用。透過本課程的學習，學生將掌握矩陣的各種分解方法，並能夠運用數值方法解決線性方程組與各類矩陣運算問題。此外，課程將介紹矩陣在機器學習、圖像處理、信號處理等領域中的應用，提升學生對現代計算技術的理解和應用能力。
This course aims to provide an in-depth discussion of matrix calculation theory and help students understand the basic concepts, operation techniques and applications of matrices in practical problems. Through the study of this course, students will master various decomposition methods of matrices and be able to use numerical methods to solve linear equations and various matrix operation problems. In addition, the course will introduce the application of matrices in machine learning, image processing, signal processing and other fields to enhance students' understanding and application capabilities of modern computing technology.
參考書目 Reference Books
Gene H. Golub, Charles F. Van Loan, Matrix Computations 4th, 2013
Wen-Wei Lin, Lecture Notes of Matrix Computations, 2012
Gene H. Golub, Charles F. Van Loan, Matrix Computations 4th, 2013
Wen-Wei Lin, Lecture Notes of Matrix Computations, 2012
評分方式 Grading
| 評分項目 Grading Method |
配分比例 Percentage |
說明 Description |
|---|---|---|
|
期末報告 Final report |
30 | |
|
課堂筆記 Class Notes |
20 | |
|
作業 Homework |
50 |
授課大綱 Course Plan
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相似課程 Related Courses
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課程資訊 Course Information
基本資料 Basic Information
- 課程代碼 Course Code: 5446
- 學分 Credit: 0-3
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上課時間 Course Time:Monday/8,Thursday/6,7[ST527]
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授課教師 Teacher:林佳威
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修課班級 Class:應數系3,4,碩1,2
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