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IE 443

Multi-Objective Decision Analysis

Real decisions rarely have a single yardstick — you trade cost against risk, speed against quality, and somebody's preferences have to be made explicit before any optimizer can help. This course gives you the machinery to do that honestly: building value hierarchies, eliciting utility functions, handling risk aversion across multiple attributes, and scalarizing biobjective problems so they become solvable. Expect to structure messy problems, fit value and utility functions, and work through spreadsheet-based cases alongside the optimization theory. It sits downstream of your OR and probability sequence and is what makes the modeling you've learned actually usable when stakeholders disagree.

Credit3ECTS5FacultyFaculty of EngineeringBölümIndustrial EngineeringPreIE 202

Önerilen kaynaklar 3 kitap

📕
Zorunlu
Strategic Decision Making: Multiobjective Decision Analysis with Spreadsheets
C. W. Kirkwood
1997 · Brooks/Cole
📖
Önerilen
Multicriteria Optimization
Ehrgott, M.
2005 · Springer Berlin
📖
Önerilen
Decisions with Multiple Objectives: P

Haftalık müfredat 14 hafta

Hafta 1
Introduction to multicriteria decision making and multiobjective decision analysis
Hafta 2
Preferences Under Certainty: Value function based approaches, multiobjective value analysis
Hafta 3
Preferences Under Certainty: Methods not relying on value function evaluations
Hafta 4
Multi-objective Optimization Problems (MOPs): Categorization
Hafta 5
Solution concepts for MOPs
Hafta 6
Weighted Sum-Scalarization and its use for various biobjective programming problems
Hafta 7
Weighted Sum-Scalarization and its use for various biobjective programming problems
Hafta 8
Epsilon-Constraint Scalarization and its use for various biobjective programming problems
Hafta 9
Epsilon-Constraint Scalarization and its use for various biobjective programming problems
Hafta 10
Pascoletti-Serafini Scalarization and its use for various biobjective programming problems
Hafta 11
Decisions with Uncertainty, Utility Theory
Hafta 12
Multi-attribute Risk Aversion
Hafta 13
Certainty Equivalent
Hafta 14
Multi-criteria Decision Making Applications in Operations Research

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Geçmiş GPA dağılımı 21 dönem · ort. 2.74

DönemCourse CPA
2024-2025 Fall 2.98 1 sec · 62 öğr
2024-2025 Spring 2.80 1 sec · 21 öğr
2023-2024 Spring 2.47 1 sec · 70 öğr
2022-2023 Fall 2.65 1 sec · 57 öğr
2022-2023 Spring 2.82 1 sec · 64 öğr
2021-2022 Fall 3.06 1 sec · 30 öğr
2020-2021 Fall 2.94 1 sec · 37 öğr
2019-2020 Fall 2.84 1 sec · 16 öğr
2018-2019 Spring 3.40 1 sec · 11 öğr
2017-2018 Spring 2.57 1 sec · 50 öğr

Aggregate course GPA — Bilkent STARS'tan public data. Hoca-bazlı per-section detayı için STARS evaluation report →. Öğrenci anket cevapları KVKK kapsamında defter'de tutulmaz.

⚠️ FZ engelleyen şartlar

Course Learning Outcomes: Course Learning Outcome Assessment Recognize decision making problems with multiple -conflicting- objectives Homework Project Analyze the structure of a multi-objective decision making problem to select an appropriate solution method Final:Essay/written Homework Apply multi-objective decision analysis and optimization techniques to solve decision problems with multiple objectives Midterm:Essay/written Homework

Hocalar 0 bu dönem · 4 geçmiş

Geçmişte ders veren (4 kişi)
Özlem Karsu, Firdevs Ulus, İbrahim Akgün, Mehmet Rüştü Taner