ISM5206 Decision AnalysisBahçeşehir UniversityDegree Programs TEXTILE AND FASHION DESIGNGeneral Information For StudentsDiploma SupplementErasmus Policy StatementBologna CommissionNational Qualifications
TEXTILE AND FASHION DESIGN
Bachelor TR-NQF-HE: Level 6 QF-EHEA: First Cycle EQF-LLL: Level 6

Course Introduction and Application Information

Course Code Course Name Semester Theoretical Practical Credit ECTS
ISM5206 Decision Analysis Spring 3 0 3 12
This catalog is for information purposes. Course status is determined by the relevant department at the beginning of semester.

Basic information

Language of instruction: Turkish
Type of course: Non-Departmental Elective
Course Level: Bachelor’s Degree (First Cycle)
Mode of Delivery: Face to face
Course Coordinator : Instructor ÖZLEM KANGA
Course Lecturer(s): Prof. Dr. SEROL BULKAN
Recommended Optional Program Components: N.A.
Course Objectives: The aim of the course is to introduce the graphical models used in decision analysis and to provide a set of systematic tools to help the decision maker in giving a decision.

Learning Outcomes

The students who have succeeded in this course;
- Recognize the graphical models used in decision analysis.
- Model a given uncertain situation with Bayes networks.
- Compute exact and approximate inferences in Bayes networks.
- Model a given uncertain decision problem with influence diagrams.
- Make inferences in decision networks.
- Compute value of information.

Course Content

Expected Utility, Causal and Bayesian networks, Exact inference in Bayesian networks, Approximate inference in Bayesian networks, Learning Bayesian networks, Influence and decision networks, Value of information

Weekly Detailed Course Contents

Week Subject Related Preparation
1) Probability review
2) Expected Utility
3) Causal and Bayesian networks
4) Building Bayesian models
5) Exact inference in Bayesian networks
6) Exact inference in Bayesian networks
7) Approximate inference in Bayesian networks
8) Approximate inference in Bayesian networks
9) Midterm exam
10) Learning Bayesian networks
11) Influence and decision networks
12) Influence and decision networks
13) Value of information
14) Project presentations

Sources

Course Notes / Textbooks: F.V. Jensen, 2001. Bayesian networks and decision graphs, New York : Springer
References: Robert T. Clemen, 1996. Making Hard Decisions: An Introduction to Decision Analysis, 2nd edition, Duxbury Press

Evaluation System

Semester Requirements Number of Activities Level of Contribution
Homework Assignments 4 % 10
Project 1 % 20
Midterms 1 % 30
Final 1 % 40
Total % 100
PERCENTAGE OF SEMESTER WORK % 40
PERCENTAGE OF FINAL WORK % 60
Total % 100

ECTS / Workload Table

Activities Number of Activities Duration (Hours) Workload
Course Hours 14 3 42
Study Hours Out of Class 14 2 28
Presentations / Seminar 1 10 10
Project 1 40 40
Homework Assignments 4 10 40
Midterms 1 15 15
Final 1 20 20
Total Workload 195

Contribution of Learning Outcomes to Programme Outcomes

No Effect 1 Lowest 2 Low 3 Average 4 High 5 Highest
           
Program Outcomes Level of Contribution
1) Understands the principles of artistic creation and basic design and applies the art and design objects he creates within this framework.
2) Conducts the multifaceted research required for textile and fashion design processes and analyzes and interprets the results.
3) Creates original and applicable fabric, clothing and pattern designs by using elements from different historical periods and cultures in accordance with his purpose.
4) Recognizes textile raw materials and equipments.
5) Uses computer programs effectively in the garment and fabric surface design process.
6) Has professional technical knowledge regarding the implementation of clothing designs and production; In this context, recognizes and uses technological tools and equipment.
7) Understands the importance of interdisciplinary interaction and communication in textile and clothing design-production-presentation processes and reflects this on the processes.
8) Works in a programmed and disciplined manner in professional practices.
9) Realizes the necessity of lifelong learning to maintain his productivity, creativity and professional competence.
10) Understands, adopts and applies ethical responsibilities in professional practices; Has knowledge of relevant legal regulations.
11) Establishes effective visual, written and verbal communication in the field of textile and fashion design.
12) Reflects his knowledge on current and contemporary issues from all fields to his professional theoretical and practical studies on textile and clothing design; Understands the social and universal effects of these issues.
13) Has sufficient awareness about social justice, environmental awareness, quality culture and protection of cultural values.