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Information
| Unit | INSTITUTE OF NATURAL AND APPLIED SCIENCES |
| STATISTICS (MASTER) (WITH THESIS) | |
| Code | ISB544 |
| Name | Analysis of Variance |
| Term | 2018-2019 Academic Year |
| Term | Spring |
| Duration (T+A) | 3-0 (T-A) (17 Week) |
| ECTS | 6 ECTS |
| National Credit | 3 National Credit |
| Teaching Language | Türkçe |
| Level | Belirsiz |
| Type | Normal |
| Mode of study | Yüz Yüze Öğretim |
| Catalog Information Coordinator | Prof. Dr. SADULLAH SAKALLIOĞLU |
| Course Instructor |
The current term course schedule has not been prepared yet.
|
Course Goal / Objective
To teach different methods used in the design of experiments and examine how these methods are connected to statistical models.
Course Content
Principles of experimental design; Analysis of variance models; One-way analysis of variance: Balanced case; Two-way analysis of variance: Balanced case; Analysis of variance: Unbalanced case; Analysis of covariance; Random effect models and mixed effect models
Course Precondition
Resources
Notes
Course Learning Outcomes
| Order | Course Learning Outcomes |
|---|---|
| LO01 | Have the knowledge of the terms regarding the experimental and sampling units |
| LO02 | Understand the basic logic of analysis of variance. |
| LO03 | Determine how the level of the factor effects mean response |
| LO04 | Perform parameter estimation and confidence interval |
| LO05 | Perform hypothesis testing for analysis of variance models |
Relation with Program Learning Outcome
| Order | Type | Program Learning Outcomes | Level |
|---|---|---|---|
| PLO01 | - | Have in-depth theoretical and practical knowledge about Probability and Statistics | |
| PLO02 | - | They have the knowledge to make doctoral plans in the field of statistics. | |
| PLO03 | - | Has comprehensive knowledge about analysis and modeling methods used in statistics. | |
| PLO04 | - | Has comprehensive knowledge of methods used in statistics. | |
| PLO05 | - | Make scientific research on Mathematics, Probability and Statistics. | |
| PLO06 | - | Indicates statistical problems, develops methods to solve. | |
| PLO07 | - | Apply innovative methods to analyze statistical problems. | |
| PLO08 | - | Designs and applies the problems faced in the field of analytical modeling and experimental researches. | |
| PLO09 | - | Access to information and do research about the source. | |
| PLO10 | - | Develops solution approaches in complex situations and takes responsibility. | |
| PLO11 | - | Has the confidence to take responsibility. | |
| PLO12 | - | They demonstrate being aware of the new and developing practices. | |
| PLO13 | - | He/She constantly renews himself/herself in statistics and related fields. | |
| PLO14 | - | Communicate in Turkish and English verbally and in writing. | |
| PLO15 | - | Transmits the processes and results of their studies clearly in written and oral form in national and international environments. | |
| PLO16 | - | It considers the social, scientific and ethical values in the collection, processing, use, interpretation and announcement stages of data and in all professional activities. | |
| PLO17 | - | Uses the hardware and software required for statistical applications. |
Week Plan
| Week | Topic | Preparation | Methods |
|---|---|---|---|
| 1 | Designing an experiment | Source reading, examination of literature | |
| 2 | One-way analysis of variance with fixed effects | Source reading, examination of literature | |
| 3 | Checking if the data fit model, parameter estimation, confidence intervals | Source reading, examination of literature | |
| 4 | One-way analysis of variance with random effects | Source reading, examination of literature | |
| 5 | Checking if the data fit the model, parameter estimation, confidence intervals | Source reading, examination of literature | |
| 6 | Balanced two-way factorial design with fixed effects | Source reading, examination of literature | |
| 7 | Balanced two-way factorial design with random effects | Source reading, examination of literature | |
| 8 | Mid-Term Exam | Review the topics discussed in the lecture notes and sources | |
| 9 | Unbalanced two-way factorial design with fixed effects | Source reading, examination of literature | |
| 10 | Parameter estimation, confidence intervals | Source reading, examination of literature | |
| 11 | Randomized Complete block design | Source reading, examination of literature | |
| 12 | Mixed models | Source reading, examination of literature | |
| 13 | Estimation and confidence intervals for variance components | Source reading, examination of literature | |
| 14 | Repeated measures designs | Source reading, examination of literature | |
| 15 | Analysis of variance table and F tests | Source reading, examination of literature | |
| 16 | Term Exams | Review the topics discussed in the lecture notes and sources | |
| 17 | Term Exams | Review the topics discussed in the lecture notes and sources |