| 當期課號 |
7411 |
Course Number |
7411 |
| 授課教師 |
賴坤助 |
Instructor |
KUEN,CHU LAI |
| 中文課名 |
偵測與預估 |
Course Name |
Detection and Estimation |
| 開課單位 |
網路與通訊研究所碩士班一A |
Department |
|
| 修習別 |
選修 |
Required/Elective |
Elective |
| 學分數 |
3 |
Credits |
3 |
| 課程目標 |
數學基礎,訊號偵測及分類,參數估測,狀態估測,監督式學習,特徵抽取及選擇,非監督式學習及自組織 |
Objectives |
Mathematical tools,Signal detection and classification,Parameter estimation,State estimation,Supervised learning,Feature extraction and selection,Unsupervised learning and self-organization |
| 教材 |
1. Mathematical Methods and Algorithms for Signal Processing
Todd K. Moon, Wynn C.
2. Theory, Volume 1, Queueing Systems by Leonard Kleinrock
3. Stochastic Processes by Sheldon M. Ross
4. Introduction to Statistical Theory
by Paul Gerhard Hoel, Port Sidney C., and Charles J. Stone
5. Simulation, Third Edition , by Sheldon M. Ross |
Teaching Materials |
1. Mathematical Methods and Algorithms for Signal Processing
Todd K. Moon, Wynn C.
2. Theory, Volume 1, Queueing Systems by Leonard Kleinrock
3. Stochastic Processes by Sheldon M. Ross
4. Introduction to Statistical Theory
by Paul Gerhard Hoel, Port Sidney C., and Charles J. Stone
5. Simulation, Third Edition , by Sheldon M. Ross |
| 成績評量方式 |
Homework x 3 30%
Mid-term exam 25%
Final exam 25%
Term project 20% |
Grading |
Homework x 3 30%
Mid-term exam 25%
Final exam 25%
Term project 20% |
| 教師網頁 |
|
| 教學內容 |
. Probability Space
2. Probability Measure and Random Variables
3. Distribution Functions
3. Conditional Expectation
4. Random Processes
5. Markov Chain
6. Sampling Theory
7. Tests of Hypotheses, Neyman-Pearson Theory, Bayes decision theory
8. Point Estimates,Maximum Likelihood Estimates
9. Curve fitting, Regression and Correlation
10. Simulation Theory
11.Queueing Theory-Fundamental |
Syllabus |
. Probability Space
2. Probability Measure and Random Variables
3. Distribution Functions
3. Conditional Expectation
4. Random Processes
5. Markov Chain
6. Sampling Theory
7. Tests of Hypotheses, Neyman-Pearson Theory, Bayes decision theory
8. Point Estimates,Maximum Likelihood Estimates
9. Curve fitting, Regression and Correlation
10. Simulation Theory
11.Queueing Theory-Fundamental |