
| Course Code | : BİS533 |
| Course Type | : Area Elective |
| Couse Group | : Second Cycle (Master's Degree) |
| Education Language | : Turkish |
| Work Placement | : N/A |
| Theory | : 3 |
| Prt. | : 0 |
| Credit | : 3 |
| Lab | : 0 |
| ECTS | : 3 |
The aim of the course is to give a basic knowledge of statistical concepts in decision trees and to give training in the use of computers for statistical calculations and in the evaluation of the quality of statistical investigations.
Base concepts in decision trees, theory and applications of CHAID, C&RT, QUEST, C4.5, C5.0 methods.
| 1. | Be able to relate questions on random variation and observed data, to both applied and theoretical concepts: variables/random variables, distributions and association between variables |
| 2. | Be able to explain the concepts of decision trees |
| 3. | Be able to explain a statistical decision model and concepts as decision, uncertainty and values |
| 4. | To make parameter optimization in decision trees models |
| 5. | Be able to describe basic techniques for statistical inference and be able to use them in some statistical models |
| Type of Assessment | Count | Percent |
|---|---|---|
| Attending Lectures | 1 | %5 |
| Assignment | 1 | %5 |
| Midterm Examination | 1 | %20 |
| Final Examination | 1 | %70 |
| Activities | Count | Preparation | Time | Total Work Load (hours) |
|---|---|---|---|---|
| Lecture - Theory | 14 | 0 | 3 | 42 |
| Assignment | 1 | 2 | 0 | 2 |
| Quiz | 2 | 1 | 1 | 4 |
| Midterm Examination | 1 | 10 | 1 | 11 |
| Final Examination | 1 | 15 | 2 | 17 |
| TOTAL WORKLOAD (hours) | 76 | |||
PÇ-1 | PÇ-2 | PÇ-3 | PÇ-4 | PÇ-5 | PÇ-6 | PÇ-7 | PÇ-8 | PÇ-9 | PÇ-10 | |
OÇ-1 | 3 | 4 | 4 | 4 | 4 | 4 | 3 | 4 | 3 | 3 |
OÇ-2 | 3 | 4 | 3 | 3 | 3 | 3 | 2 | 3 | 1 | 2 |
OÇ-3 | 3 | 3 | 3 | 2 | 2 | 3 | 2 | 3 | 2 | 2 |
OÇ-4 | ||||||||||
OÇ-5 | 4 | 5 | 4 | 5 | 4 | 4 | 4 | 5 | 5 | |