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IE 434

Stochastic Models in Operations Research

Where IE 256 gave you the deterministic toolkit, this course is about decision-making when the system itself is random — modeling processes whose future state depends on probability rather than a fixed recurrence, and extracting performance measures (long-run costs, throughput, optimal policies) from that randomness. You'll spend the semester building and solving Markov chains, MDPs, renewal and queueing models through four problem-set-heavy homeworks plus a midterm and final, with stochastic dynamic programming on inventory problems as the main bridge between theory and application. It's the prerequisite mindset for IE 400-level electives in supply chain, revenue management, and simulation, and the reason "expected value" stops being a back-of-envelope estimate and starts being a design tool.

Credit3ECTS5FacultyFaculty of EngineeringBölümIndustrial EngineeringPreIE 325

Değerlendirme 100% — 3 adım

30%
30%
40%
Midterm MT1 30%
Homework HW 30%
Final F 40%

Önerilen kaynaklar 2 kitap

📕
Zorunlu
Introduction to probability models
Ross, Sheldon M.
2010/10th (Several editions that are available at the library) · Elsevier
📖
Önerilen
An Introduction to Stochastic Modeling
H.M. Taylor, S. Karlin
1998 · 3rd edition

Haftalık müfredat 14 hafta

Hafta 1
Introduction, Discrete-Time Markov Chains – Review, Computational Issues, Examples. Markov Chains with Rewards
Hafta 2
Discrete-Time Markov Chains – Review, Computational Issues, Examples. Markov Chains with Rewards
Hafta 3
Discrete-Time Markov Chains – Review, Computational Issues, Examples. Markov Chains with Rewards
Hafta 4
Markov Decision Processes – Review of LP formulation. Computational issues; Policy Iteration Method
Hafta 5
Markov Decision Processes – Review of LP formulation. Computational issues; Policy Iteration Method
Hafta 6
Inventory and Production Models – Introductory Stochastic Dynamic Programming
Hafta 7
Inventory and Production Models – Introductory Stochastic Dynamic Programming
Hafta 8
Inventory and Production Models – Introductory Stochastic Dynamic Programming
Hafta 9
Introduction to Stochastic Programming with recourse
Hafta 10
EXAM
Hafta 11
Renewal Models
Hafta 12
Renewal Models
Hafta 13
Other topics
Hafta 14
Other topics

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