TU/e

2ID10 Information retrieval


Program: BIS, CSE, INF

Course Info: OWInfo

Lecturer: Mykola Pechenizkiy

Course materials can be found in Moodle eLearning environment. Please, create an account and register for the course in Moodle.

Course Syllabus

Date, Time, and RoomLecture Title and ContentsIntroduction to IR book (draft available online)
28 Mar 2007
Wednesday
10:45 - 12:30
HG6.09
Lecture 1: Introduction to the course
  • Course overview
  • Basic IR terminology, ideas, architecture
  • Keyword search
  • Indexing
Ch. 2 - 6
4 Apr 2007
Wednesday
10:45 - 12:30
HG6.09
Lecture 2: Basic IR Models
  • Query Languages & Operations
  • Boolean model
  • Vector space retrieval
Ch. 1, 7
11 Apr 2007
Wednesday
No lecture
18 Apr 2007
Wednesday
10:45 - 12:30
HG6.09
Lecture 3: Evaluation in IR and Relevance Feedback
  • Basic evaluating principles
  • Relevance and utility
  • (Pseudo-)Relevance feedback
  • Query expansion
Ch. 8 & 9
25 Apr 2007
Wednesday
10:45 - 12:30
HG6.09
Lecture 4: Advanced IR Models
  • Probabilistic IR
  • Statistical Language Models
  • Latent-Concept Models
Ch. 11, 12 & 18
2 May 2007
Wednesday
10:45 - 12:30
HG6.09
Lecture 5: Text Classification and Clustering
  • Naive Bayes, Neareast Neighbor, and SVM
  • kMeans, Expectation Maximization, and Hierarchical clustering
Ch. 13 - 17
9 May 2007
Wednesday
No lecture (examination week)
16 May 2007
Wednesday
10:45 - 12:30
HG6.09
Lecture 6: Search engines
  • Web search basics
  • Web crawling and indexes
  • Web spam
IIR Ch. 19 & 20
23 May 2007
Wednesday
10:45 - 12:30
HG6.09
Lecture 7: Link Analysis
  • Reference models
  • Google's Pagerank
  • Hub and authorities
IIR Ch. 21
30 May 2007
Wednesday
10:45 - 12:30
HG6.09
Lecture 8: Recommender Systems
  • Content-based filtering
  • Collaborative filtering
  • Hybrid approaches
Links to reading material
6 June 2007
Wednesday
10:45 - 12:30
HG6.09
Lecture 9: Closing Lecture
  • Brief summary of the course
  • Not covered topics and further reading
  • Advances R&D issues in IR
Links to reading material
13 June 2007
Wednesday
10:45 - 12:30
HG6.09
Project presentations by students *

* depending on the number of groups we may need to have another presentation session

Modes of study and evaluation

  • 9 face-to-face lectures and individual reading
       -  Online questionnaires (cover essential issues in lectures and reading material)
  • 3 small exercises
       -  To be accomplished individually
  • Project assignment
       -  Work in small groups
       -  Literature study, IR system (component) development and evaluation
       -  Oral presentation of work and final report (about 10 pages)
  • No exam
  • Final grade = 0.2 * Online Quizzes + 0.2 * Individual Exercises + 0.6 * Project Assignment

For further questions, please contact