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Information
| Code | TL0022 |
| Name | Advanced Statistical Analysis Techniques |
| Term | 2024-2025 Academic Year |
| Semester | . Semester |
| Duration (T+A) | 3-0 (T-A) (17 Week) |
| ECTS | 6 ECTS |
| National Credit | 3 National Credit |
| Teaching Language | Türkçe |
| Level | Doktora Dersi |
| Type | Normal |
| Mode of study | Yüz Yüze Öğretim |
| Catalog Information Coordinator |
Course Goal / Objective
To teach the application of selected analysis methods to be used for statistical analysis of the obtained data and the interpretation of the results.
Course Content
Creating the statistical models in the studies related to thesis. Selection of appropriate statistical analysis for the experimental study. Parametric tests, nonparametric tests. Normal distribution test, randomness test. One way Anova, Univariate Anova and multivariate Anova tests. T-test in dependent and independent data. Regression analysis, correlation analysis, curve fitting. Textile applications of statistical methods with the help of computer aided statistical package program. Statistical analysis and interpretation of the results of experimental studies. Optimization techniques, mathematical modeling, use of the selected optimization package program.
Course Precondition
There are no prerequisites.
Resources
Lecture notes prepared by the course coordinator
Notes
Özdamar K., Statistical Data Analysis with Package Programs, Nisan Bookstore Publications
Course Learning Outcomes
| Order | Course Learning Outcomes |
|---|---|
| LO01 | Have advanced statistical analysis knowledge. |
| LO02 | Can select the appropriate test method. |
| LO03 | Applies advanced statistical methods with the help of package program. |
| LO04 | Interpret applied statistical analysis. |
Relation with Program Learning Outcome
| Order | Type | Program Learning Outcomes | Level |
|---|---|---|---|
| PLO01 | Bilgi - Kuramsal, Olgusal | Developing and intensifying knowledge in the textile engineering area, based upon the competency in M.S level | 3 |
| PLO02 | Bilgi - Kuramsal, Olgusal | Grasping the inter-disciplinary interaction related to textile engineering | 4 |
| PLO03 | Bilgi - Kuramsal, Olgusal | The ability to use the expert-level theoretical and practical knowledge acquired in textile engineering area | 2 |
| PLO04 | Bilgi - Kuramsal, Olgusal | Interpreting and forming new types of knowledge by combining the knowledge from the textile engineering area and the knowledge from various other disciplines | 4 |
| PLO05 | Bilgi - Kuramsal, Olgusal | Solving the problems faced in textile engineering area by making use of the research methods | 3 |
| PLO06 | Yetkinlikler - Bağımsız Çalışabilme ve Sorumluluk Alabilme Yetkinliği | Systematically transferring the current developments in textile engineering area and one’s own work to other groups in and out of the area; in written, oral and visual forms | 5 |
| PLO07 | Yetkinlikler - Öğrenme Yetkinliği | Using the knowledge and the skills for problem solving and/or application (which are processed within textile engineering) in inter-disciplinary studies | 5 |
| PLO08 | Yetkinlikler - Öğrenme Yetkinliği | The ability to present one’s own work within the international environments in textile engineering area, orally, visually and in written forms | 2 |
| PLO09 | Bilgi - Kuramsal, Olgusal | Developing and intensifying the current and high-level knowledge in the textile engineering area with the use of original thinking and/or research processes and in a specialistic level, based upon the competency in the undergraduate level | |
| PLO10 | Bilgi - Kuramsal, Olgusal | The ability to evaluate and use new information in textile engineering with a systematical approach | |
| PLO11 | Bilgi - Kuramsal, Olgusal | To be able to study in a programmatic manner, in accordance with the logical integrity required by the thesis subject and within the scope of the thesis determined by the supervisor. | 3 |
| PLO12 | Bilgi - Kuramsal, Olgusal | Contributing to the progress in textile engineering area by independently carrying out a study which uses a new idea, method, design and/or application which brings about innovation in the area; or, applying a conventional idea, method, design and/or application to a different environment | 2 |
| PLO13 | Bilgi - Kuramsal, Olgusal | Publishing at least one scientific article in the area of textile engineering in a national and international peer reviewed journal | 4 |
| PLO14 | Yetkinlikler - Öğrenme Yetkinliği | Contributing to the solution of textile engineering area-related social, scientific, cultural and ethical problems and promoting the development of these values |
Week Plan
| Week | Topic | Preparation | Methods |
|---|---|---|---|
| 1 | The place and importance of statistical methods in engineering applications | Lecture notes | Öğretim Yöntemleri: Anlatım |
| 2 | Introducing the menus of the selected statistical package program and making data entry | Lecture notes | Öğretim Yöntemleri: Anlatım, Gösterip Yaptırma |
| 3 | Selection of statistical analysis suitable for the applied experimental study. Parametric tests, non-parametric tests. | Lecture notes | Öğretim Yöntemleri: Anlatım |
| 4 | Testing parametric test conditions | Lecture notes | Öğretim Yöntemleri: Anlatım |
| 5 | One-factor and two-factor analysis of variance. | Lecture notes | Öğretim Yöntemleri: Anlatım, Gösterip Yaptırma |
| 6 | Multi-factor analysis of variance. | Lecture notes | Öğretim Yöntemleri: Anlatım, Gösterip Yaptırma |
| 7 | T-test with dependent and independent data. | Lecture notes | Öğretim Yöntemleri: Anlatım, Gösterip Yaptırma |
| 8 | Midterm | Lecture notes | Ölçme Yöntemleri: Ödev |
| 9 | Regression analysis | Lecture notes | Öğretim Yöntemleri: Anlatım, Gösterip Yaptırma |
| 10 | correlation analysis, curve estimation | Lecture notes | Öğretim Yöntemleri: Anlatım, Gösterip Yaptırma |
| 11 | Textile applications of statistical methods with the help of computer aided statistical package program | Lecture notes | Öğretim Yöntemleri: Gösterip Yaptırma |
| 12 | Applications of computer aided statistical package program | Lecture notes | Öğretim Yöntemleri: Gösterip Yaptırma |
| 13 | Non-parametric tests (mann whitney u test, Friedman test, etc.) | Lecture notes | Öğretim Yöntemleri: Anlatım, Gösterip Yaptırma |
| 14 | Analyzing and interpreting the results of experimental studies statistically | Lecture notes | Öğretim Yöntemleri: Anlatım, Gösterip Yaptırma |
| 15 | Optimization techniques, mathematical modeling, use of optimization package program | Lecture notes | Öğretim Yöntemleri: Anlatım |
| 16 | Final exam | Lecture notes | Ölçme Yöntemleri: Ödev |
| 17 | Final exam | Lecture notes | Ölçme Yöntemleri: Ödev |
Student Workload - ECTS
| Works | Number | Time (Hour) | Workload (Hour) |
|---|---|---|---|
| Course Related Works | |||
| Class Time (Exam weeks are excluded) | 14 | 3 | 42 |
| Out of Class Study (Preliminary Work, Practice) | 14 | 5 | 70 |
| Assesment Related Works | |||
| Homeworks, Projects, Others | 0 | 0 | 0 |
| Mid-term Exams (Written, Oral, etc.) | 1 | 15 | 15 |
| Final Exam | 1 | 30 | 30 |
| Total Workload (Hour) | 157 | ||
| Total Workload / 25 (h) | 6,28 | ||
| ECTS | 6 ECTS | ||