Lectures
Lectures will be given on Thursdays 10-12 in E:2311
The lectures will follow the course book with some additional material.
- IR models, LSI, Evaluation. Chapter 1, 3, 4, (13).
LSI
Slides - Ranking, Query languages. Chapter 3, 5, 7, 13.
The PageRank Citation Ranking: Bringing Order to the Web. Page, Lawrence and Brin, Sergey and Motwani, Rajeev and Winograd, Terry (1999)
PageRank
Authoritative Sources in a Hyperlinked Environment. Kleinberg, Jon (1999).
Slides - Text preprocessing, NLP, Feature extraction. Chapter 6, 8, (13).
Slides - LSI, Classification, SVM. Chapter 3.4.2, 8.
LSI
SVM
Text Categorization with Support Vector Machines: Learning with Many Relevant Features. Joachims, T (1998).
Slides - Search Engines, Web search. Chapter 2, 11, 12.
Slides - Recommender systems, Database techniques, example systems. Chapter 9.
Toward the Next Generation of Recommender systems: A survey of the State-of-the-Art and Possible Extensions. Adomavicius, G and Tuzhilin, A. (2005) ; Sections 1 - 2
Slides - User Interface, Digital Libraries. Chapter 2, 17.
Slides
A freely available IR book: Introduction to Information Retrieval by Christopher D. Manning, Prabhakar Raghavan and Hinrich Schütze, Cambridge University Press. 2008. Covers aproximately the same methods as the course book, but in a slightly different way.
All sections named "Trends and Research Issues" and "Bibliographic Discussion": Overview, orientation
Chapters and sections
1: Overview, orientation
2: Concepts, methods
3: Detailed
except 3.3.3 Skip
3.4.1 Skip
3.5 Skip
4: 4.1 Detailed
4.2 Concepts, methods
4.3 Detailed
4.4 Concepts, methods
4.5 Overview, orientation
5: 5.1 - 5.2 Concepts, methods
5.3 Detailed except 5.3.2 Skip
5.4, 5.5, 5.6 Overview, orientation
6: Detailed
except 6.4 Concepts, methods
6.7 Overview, orientation
6.8 Skip
7: Detailed
8: Detailed
except 8.3 Concepts, methods
8.5 Concepts, methods
8.6 Overview, orientation
8.7 Skip
9: 9.1, 9.2 Detailed
except 9.2.7 Overview, orientation
9.3 - 9.6 Skip
10: Skip
11: Detailed
12: Concepts, methods
13:Overview, orientation
14: Skip
15: Skip
16: Skip
17: Concepts, methods
Appendix A: Overview, orientation
-
OLD BOOK
Reading hints for Ricardo Baeza-Yates, Berthier Ribeiro-Neto: "Modern Information Retrieval", Addison-Wesley 1999, ISBN: 0-201-39829-X (First Edition).
All sections named "Trends and Research Issues" and "Bibliographic Discussion": Overview, orientation
Chapters and sections
1: Overview, orientation
2: Detailed
except
2.6.1: Skip
2.7.1: Skip
2.8: Skip
3:
3.1: Detailed
3.2: Detailed
3.3: Concepts, methods
4: Detailed
5:
5.1: Concepts, methods
5.2: Concepts, methods
5.2.2: Overview, orientation
5.2.3: Overview, orientation
5.3: Overview, orientation
5.4: Overview, orientation
6:
6.1: Detailed
6.2: Detailed
6.3: Detailed
6.4: Concepts, methods
6.5: Skip
7:
7.1: Detailed
7.2: Detailed
7.3: Concepts, methods
7.4: Skip
7.5: Skip
8:
8.1: Detailed
8.2: Detailed
8.2.2: Concepts, methods
8.3: Skip
8.4: Detailed
8.5: Skip
8.6: Skip
8.7: Overview, orientation
8.8: Skip
9: Skip
10:
10.1: Overview, orientation
10.2: Concepts, methods
10.3: Concepts, methods
10.4: Concepts, methods
10.5: Detailed
10.6: Overview, orientation
10.7: Concepts, methods
10.8: Overview, orientation
11: Skip
12: Skip
13: Detailed
except
13.3: Concepts, methods
13.8: Concepts, methods
14: Skip
15: Concepts, methods
Appendix: Concepts, methods