ISU535 06X1 Information Retrieval

Syllabus (subject to change)

Created: Mon 2 May 2005
Last modified: 



Date

Topic

Reading

Assignments

1

Tue

May 9

Administrivia

Introduction to IR

MIR ch 1

student information required

hw1 out

2

Wed

10

Evaluation of IR systems

MIR ch 3


3

Thr

11

Evaluation

Boolean model

Review: Linear algebra









4

Mon

15

Vector Space models

Latent Semantic Indexing

MIR ch 2


5

Tue

16

Review: Probabilities

Language models


hw1 due/ hw2 out

6

Wed

17

Language models

Smoothing methods



7

Thr

18

Retrieval Examples









8

Mon

22

Statistics of text

MIR ch 7.1; 7.2


9

Tue

23

Statistics of text



10

Wed

24

Compression

MIR ch 8.2; 8.3.2


11

Thr

25

Indexing

7.4









Mon

29

MEMORIAL DAY



12

Tue

30

File organization

MIR ch 7.3


13

Wed

31

Clustering

MIR ch 6.1-6.3

hw2 due / hw3 out

projects out

14

Thr

June 1

Review: Statistics

Inference networks

tri-valued belief net

MIR ch 2.8








15

Mon

5

WWW IR

- Google; page rank

- HITS link analysis

- Markov chains

http://www.webworkshop.net/pagerank.html

intelligent_surfer_info_in_pagerank

Pagerank Explained Correctly with Examples




16

Tue

6

WWW IR

- web crawling

- duplicates, mirrors, spam

- web size

authoritative_inhyperlinked_env.pdf

hypersearching_web

powerlaw_internet_topology

hw3 due

17

Wed

7

Metasearch



18

Thr

8

Metasearch

Machine Learning for IR

Hedge algorithm used to handle user feedback









19

Mon

12

Distributed retrieval


20

Tue

13

Cross-language IR

some slides



21

Wed

14

Topic detection and Tracking

some slides

22

Thr

15

News filtering

Spam filtering

some slides

http://spamassassin.apache.org/








23

Mon

19

Collaborative filtering

http://www.grouplens.org/
http://doi.acm.org/10.1145/192844.192905

24

Tue

20

Question answering

Summarization

http://www.brainboost.com/

http://www.summarization.com/

25

Wed

21

Multimedia Retrieval

http://images.google.com/

http://amazon.ece.utexas.edu/~qasim/research.htm

http://www.fxpal.com/people/foote/musicr/doc0.html

http://viper.unige.ch/research/video/

proj1 due in class

26

Thur

22

Exam review


last day of classes










Mon

26




final exam 2 hours

SNELL room 17

8AM


tue

27





wed

28



proj2 due (23:59)














































Portions courtesy James Allan http://www-ciir.cs.umass.edu/~allan/