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CS 533

Information Retrieval Systems

CS 533 is about how machines find the right document in a pile of millions — the math, data structures, and evaluation methodology behind search engines, as distinct from the exact-match world of databases. You'll work through inverted indexes, clustering, term weighting, and ranking models, then run experiments on real collections through homeworks and a semester project that you present like a mini conference paper. It's a graduate elective that assumes you're comfortable with algorithms and basic probability, and it's the natural lead-in to research in web search, recommendation, and modern neural retrieval.

Credit3ECTS5FacultyFaculty of EngineeringBölümComputer Engineering

Haftalık müfredat 14 hafta

Hafta 1
IR Systems Overview
Hafta 2
System Evaluation
Hafta 3
Different ways of calculating document by document similarity values to be used for clustering
Hafta 4
Clustering Methods and Their Implementation
Hafta 5
Cluster Validation (Cluster Purity, Rand's Coefficient, Yao's Formula)
Hafta 6
Stemming Automatic Indexing and Term Weighting
Hafta 7
Automatic Indexing, Term Weighting Term Discrimination Concept
Hafta 8
PAT Trees
Hafta 9
Inverted Files, Search Result Diversification
Hafta 10
Inverted vs. Signature Files
Hafta 11
Inverted vs. Signature Files
Hafta 12
Information Filtering
Hafta 13
Stance Detection and Some New Problems Related to Dynamic Data Stream Environments
Hafta 14
Student Project Presentation

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Geçmiş GPA dağılımı 18 dönem · ort. 3.48

DönemCourse CPA
2025-2026 Fall 3.65 1 sec · 11 öğr
2024-2025 Fall 3.51 1 sec · 24 öğr
2023-2024 Fall 3.43 1 sec · 20 öğr
2022-2023 Spring 3.41 1 sec · 10 öğr
2020-2021 Spring 3.05 1 sec · 21 öğr
2019-2020 Fall 3.60 1 sec · 16 öğr
2018-2019 Fall 3.39 1 sec · 22 öğr
2017-2018 Fall 3.56 1 sec · 17 öğr
2016-2017 Fall 3.82 1 sec · 17 öğr
2015-2016 Spring 3.47 1 sec · 21 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

60% attendance to course lectures. Minimum 40 in the midterm exam.

Hocalar 0 bu dönem · 2 geçmiş

Geçmişte ders veren (2 kişi)
Fazlı Can, David Davenport