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IE 521

Stochastic Processes

IE 521 is about modeling systems that evolve randomly over time — the mathematical machinery (Poisson, Markov, renewal, semi-Markov processes) you need when "what happens next" depends on chance and history rather than a deterministic rule. Expect weekly problem sets that are heavy on derivations: setting up Kolmogorov equations, computing limiting distributions, applying Wald's identity, and working out steady-state behavior of birth-death and queueing models. It assumes a solid probability background and serves as the analytical foundation for later work in queueing, inventory, reliability, and simulation, which is why it's a near-universal first-year requirement for IE graduate students.

Credit3ECTS5FacultyFaculty of EngineeringBölümIndustrial Engineering

Önerilen kaynaklar 4 kitap

📕
Zorunlu
Stochastic processes
Sheldon M. Ross
1983 · John Wiley & Sons
📕
Zorunlu
Introduction to Probability Models
5th edition, Sheldon M. Ross
1993 · John Wiley & Sons
📖
Önerilen
A First Course in Stochastic Processes
Samuel Karlin
1969 · Academic Press
📖
Önerilen
Introduction to Stochastic processes
Cinlar Erhan
1975 · Prentice Hall

Haftalık müfredat 14 hafta

Hafta 1
Review of probability concepts
Hafta 2
Transformations, intro to stochastic processes
Hafta 3
Introduction to Poisson process interarrival, waiting times.
Hafta 4
Counting process, Poisson process. Exponential distribution. Non-homogeneous and compound Poisson processes.
Hafta 5
Intro to renewal processes. Some limit theorems Wald's equation,
Hafta 6
Asymptotic behavior of the number of renewals. Regenerative process. Alternating process. Limiting probabilities. Applications.
Hafta 7
Delayed Renewal Process, Equilibrium RP, Renewal Reward Processes(RRP).
Hafta 8
Markov Chains(MC), Chapman Kolmogorov Equations
Hafta 9
Ergodic MC, limits theorems.
Hafta 10
Transition among classes. Introduction to Continuous-time Markov chains.
Hafta 11
Embedded Markov chain. Kolmogorov's differential equations. Birth and Death Processes.
Hafta 12
Limiting probabilities for Birth and Death processes. Long-run cost functionals.
Hafta 13
Approximations and uniformization.
Hafta 14
Some queueing models. Semi-Markov Processes.

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Geçmiş GPA dağılımı 16 dönem · ort. 3.09

DönemCourse CPA
2023-2024 Spring 3.14 1 sec · 9 öğr
2022-2023 Spring 3.57 1 sec · 3 öğr
2021-2022 Spring 3.28 1 sec · 6 öğr
2020-2021 Spring 2.60 1 sec · 5 öğr
2019-2020 Spring 3.07 1 sec · 10 öğr
2018-2019 Spring 3.27 1 sec · 8 öğr
2017-2018 Spring 2.33 1 sec · 8 öğr
2015-2016 Spring 2.81 1 sec · 14 öğr
2014-2015 Spring 3.13 1 sec · 8 öğr
2013-2014 Spring 3.01 1 sec · 7 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

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Geçmişte ders veren (4 kişi)
Ülkü Gürler, Vladimir V. Anisimov, Mahmut Parlar, Tahsin Erkan Türe