Schedule
Date |
|
Description |
Bibliography |
Slides |
22/01/2024 |
|
What
is data mining on the Web/ Introductory lecture |
Chapter 1, Mining Massive Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge University Press, 2014 Optional Reading:
|
|
25/01/2024 |
|
Map-Reduce
Framework |
Chapter 2, Mining Massive Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge University Press, 2014 Optional Reading:
|
|
29/01/2024 |
|
Frequent
itemsets and Association rules |
Chapter 6, Mining Massive Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge University Press, 2014 Optional Reading:
|
|
01/02/2024 |
|
Frequent
itemsets and Association rules |
Chapter
6, Mining Massive
Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge
University Press, 2014 |
|
05/02/2024 |
|
Finding
Similar Items |
Chapter
3, Mining Massive
Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge
University Press, 2014 |
|
08/02/2024 |
|
Finding
Similar Items |
Chapter 3, Mining Massive Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge University Press, 2014 |
|
15/02/2024 |
|
Clustering |
Chapter
7, Mining Massive Datasets,
by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge University
Press, 2014 |
|
19/02/2024 |
|
Clustering |
Chapter 7, Mining Massive Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge University Press, 2014 Optional Reading:
|
|
22/02/2024 |
|
Recommendation
Systems |
Chapter 9, Mining Massive Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge University Press, 2014 Optional Reading:
|
|
26/02/2024 |
|
Dimensionality
Reduction |
Chapter 9, Mining Massive Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge University Press, 2014 Optional Reading:
|
|
29/02/2024 |
|
Mining
Data Streams |
Chapter
4, Mining Massive
Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge
University Press, 2014 |
|
4/03/2024 |
|
Mining
Data Streams |
Chapter 4, Mining Massive Datasets, by Jure Leskovec, Anand
Rajaraman and Jeff Ullman, Cambridge University Press, 2014 |
|
07/03/2024 |
|
Midterm |
Chapters: 1, 2, 3, 6, 7, 9 |
|
11/03/2024 |
|
Link
Analysis and Web search |
Chapter 5,Mining Massive Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge University Press, 2014 Optional Reading:
|
|
14/03/2024 |
|
Link
Analysis and Web search |
Chapter 5, Mining Massive Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge University Press, 2014 |
|
21/03/2024 |
|
Advertising
on the Web |
Chapter
8, Mining Massive
Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge
University Press, 2014 |
|
28/03/2024 |
|
Learning
through Experimentation |
Chapter 8, Mining Massive Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge University Press, 2014 Multi-armed bandit problem (wikipedia) A Contextual-Bandit Approach to Personalized News Article Recommendation by Li, Chu, Langford, Schapier. WWW 2010.
|
|
04/04/2024 |
|
Large-Scale
Machine Learning |
Chapter
12, Mining Massive
Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge
University Press, 2014 |
|
8/04/2024 |
|
Mining
Social-Network Graphs |
Chapter
10, Mining Massive
Datasets, by Jure Leskovec, Anand Rajaraman and Jeff Ullman, Cambridge
University Press, 2014 |
|
11/04/2024 |
|
Data Privacy |
||
15/04/2024 |
|
Project Presentations |
||
18/04/2024 |
|
Projects Presentations |
|
|