Information Retrieval and Web Agents, Spring 2021

Book website

Other classes that we use slides from:

Schedule

Date Description Materials Other Reading
Tu 1/26 Course Overview syllabus
intro
Th 1/28 Applications of IR
Tu 2/2 Methods
Homework 1 out
ppt IIR Ch. 1
Winston's ML slides
Th 2/4 Boolean IR and Data Structures
Term Vocabulary and Posting Lists
ppt
pdf
IIR Ch. 2, 3
Tu 2/9 PAT Trees
Discussion of Homework 1
Vector Models 1
ppt

ppt1
Th 2/11 Vector Models 2 ppt2 IIR Ch. 6
Mon 2/15 Homework 1A due
Tu 2/16 Precision and Recall
Query Expansion
ppt
ppt
IIR Ch. 8
Th 2/18 Evaluation pdf IIR Ch. 8
Mon 2/22 Homework 1B due
Th 2/23 Evaluation (cont'd)
Homework 2 out
Th 2/25 Relevance Feedback and Query Expansion pdf IIR Ch. 9
Tu 3/2 Flat Clustering pdf IIR Ch. 16
Th 3/4 Hierarchical Clustering pdf IIR Ch. 17
W 3/8 Homework 2, Part 1 due
Th 3/9 Supervised IR ppt IIR Ch. 13, 14
Th 3/11 Lexical Ambiguity Resolution pdf
Tu 3/16 Models for Lexical Ambiguity Resolution ppt
pdf
Yarowsky (1995)
Homework 2, Part 2 due
Th 3/18 Lexical Ambiguity Resolution (cont'd)
Tu 3/23 Text Classification pdf IIR Ch. 12
Th 3/25 Support Vector Machines
Visualization
pdf IIR Ch. 15
Tu 3/30 Spring Break Day
W 3/31 Homework 3 due
Th 4/1 Visualization pdf1
pdf2
Church and Helfman (1993)
Tu 4/6 Web Client Programming book
ppt
pdf
IIR Ch. 20
Th 4/8 Web Crawling pdf IIR Ch. 19
Tu 4/13 Harvest Architecture pdf Bowman et al. (1994)
Homework 4 due
Th 4/15 Semantic Web pdf
Tu 4/20 Link Analysis and Page Rank pdf IIR Ch. 21
Th 4/22 Spring Break Day
Tu 4/27 Page Rank (cont'd)
Personalization

pdf
Tu 4/27 Collaborative Filtering
Web Agents
Future of the Web
ppt
ppt
ppt
Tu 5/4 Final Review Session, 5pm
W 5/5 Final Exam, 2-5pm
Th 5/13 Final Projects due