| Course Name |
Theory of Statistics
|
|
Code
|
Semester
|
Theory
(hour/week) |
Application/Lab
(hour/week) |
Local Credits
|
ECTS
|
|
STAT 501
|
Fall/Spring
|
3
|
0
|
3
|
7.5
|
| Prerequisites |
None
|
|||||
| Course Language |
English
|
|||||
| Course Type |
Elective
|
|||||
| Course Level |
Second Cycle
|
|||||
| Mode of Delivery | - | |||||
| Teaching Methods and Techniques of the Course | Problem SolvingQ&A | |||||
| National Occupation Classification | - | |||||
| Course Coordinator | ||||||
| Course Lecturer(s) | ||||||
| Assistant(s) | ||||||
| Course Objectives | This course aims to provide basic theory and applications of mathematical statistics. |
| Learning Outcomes |
The students who succeeded in this course;
|
| Course Description | The topics covered in this course include basic notations and definitions of statistics, data reduction, point estimation, methods of evaluating estimators, and hypothesis testing. |
| Related Sustainable Development Goals |
|
|
|
Core Courses | |
| Major Area Courses | ||
| Supportive Courses | ||
| Media and Management Skills Courses | ||
| Transferable Skill Courses |
| Week | Subjects | Related Preparation |
| 1 | Introduction to basic concepts of statistics. Sampling from infinite population, simple random sample, stratified sample, cluster sampling, systematic sample. | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 5.1. |
| 2 | Properties of a random sample. | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 5.2. |
| 3 | Sampling from the Normal distribution. | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 5.3. |
| 4 | Order statistics. | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 5.4. |
| 5 | Principles of Data Reduction | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 6. |
| 6 | Point Estimation | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 7.1. |
| 7 | Maximum Likelihood Estimators | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 7.2. |
| 8 | Regression Analysis: Maximum Likelihood Estimators of Regression Parameters. | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 11.3 & 12.2.3. |
| 9 | Midterm | |
| 10 | Methods of Evaluating Estimators | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 7.3. |
| 11 | Consistency of Estimators | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 7.3. |
| 12 | Nonparametric Estimation, hypothesis testing | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 8. |
| 13 | Nonparametric Estimation, hypothesis testing | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 8. |
| 14 | Likelihood ratio test | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. section 8.2.1. |
| 15 | Semester Review | |
| 16 | Final Exam |
| Course Notes/Textbooks | “Statistical Inference” by G. Casella, R. L. Berger, Duxbury Press, 2nd Edition, 2001. ISBN-13:9780534243128. |
| Suggested Readings/Materials | “Mathematical Statistics” by J. Shao, Springer, 2nd Edition, 2003. ISBN-13: 978-0387953823 |
| Semester Activities | Number | Weigthing |
| Participation | ||
| Laboratory / Application | ||
| Field Work | ||
| Quizzes / Studio Critiques |
-
|
-
|
| Portfolio | ||
| Homework / Assignments | ||
| Presentation / Jury | ||
| Project | ||
| Seminar / Workshop | ||
| Oral Exams | ||
| Midterm |
1
|
40
|
| Final Exam |
1
|
60
|
| Total |
| Weighting of Semester Activities on the Final Grade |
1
|
40
|
| Weighting of End-of-Semester Activities on the Final Grade |
1
|
60
|
| Total |
| Semester Activities | Number | Duration (Hours) | Workload |
|---|---|---|---|
| Theoretical Course Hours (Including exam week: 16 x total hours) |
16
|
3
|
48
|
| Laboratory / Application Hours (Including exam week: '.16.' x total hours) |
16
|
0
|
|
| Study Hours Out of Class |
14
|
6
|
84
|
| Field Work |
0
|
||
| Quizzes / Studio Critiques |
-
|
-
|
0
|
| Portfolio |
0
|
||
| Homework / Assignments |
0
|
||
| Presentation / Jury |
0
|
||
| Project |
0
|
||
| Seminar / Workshop |
0
|
||
| Oral Exam |
0
|
||
| Midterms |
1
|
37
|
37
|
| Final Exam |
1
|
56
|
56
|
| Total |
225
|
|
#
|
Program Competencies/Outcomes |
* Contribution Level
|
|||||||
|
1
|
2
|
3
|
4
|
5
|
|||||
| 1 |
|
-
|
-
|
-
|
-
|
X
|
|||
| 2 |
|
-
|
-
|
-
|
X
|
-
|
|||
| 3 |
|
-
|
-
|
-
|
-
|
-
|
|||
| 4 |
|
-
|
-
|
-
|
X
|
-
|
|||
| 5 |
|
-
|
-
|
X
|
-
|
-
|
|||
| 6 |
|
-
|
-
|
-
|
-
|
-
|
|||
| 7 |
|
-
|
-
|
-
|
-
|
-
|
|||
| 8 |
|
-
|
-
|
-
|
-
|
-
|
|||
| 9 |
|
-
|
-
|
X
|
-
|
-
|
|||
| 10 |
|
-
|
-
|
-
|
-
|
-
|
|||
| 11 |
|
-
|
-
|
-
|
-
|
-
|
|||
*1 Lowest, 2 Low, 3 Average, 4 High, 5 Highest
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