| Date |
|
Description |
Bibliography |
Slides |
| 20/01/2026 |
|
What is data mining on the Web / Introductory lecture |
Chapter 1,
Mining Massive Datasets,
Leskovec, Rajaraman, Ullman
|
Lecture 1
|
| 23/01/2026 |
|
Map-Reduce Framework |
Chapter 2,
Mining Massive Datasets
|
Lecture 2
|
| 27/01/2026 |
|
Frequent itemsets and Association rules |
Chapter 6,
Mining Massive Datasets
|
Lecture 3
|
| 30/01/2026 |
|
Frequent itemsets and Association rules |
Chapter 6,
Mining Massive Datasets
|
Lecture 4
|
| 3/02/2026 |
|
Finding Similar Items |
Chapter 3,
Mining Massive Datasets
|
Lecture 5
|
| 6/02/2026 |
|
Finding Similar Items |
Chapter 3,
Mining Massive Datasets
|
Lecture 6
|
| 10/02/2026 |
|
Clustering |
Chapter 7,
Mining Massive Datasets
|
Lecture 7
|
| 13/02/2026 |
|
Clustering |
Chapter 7,
Mining Massive Datasets
Optional Reading: Jain, A. K., Murty, M. N., and Flynn, P. J. 1999. Data clustering: a review. ACM Comput. Surv. 31, 3 (Sep. 1999), 264-323.
|
Lecture 8
|
| 17/02/2026 |
|
Recommendation Systems |
Chapter 9,
Mining Massive Datasets
|
Lecture 9
|
| 20/02/2026 |
|
Dimensionality Reduction |
Chapter 9,
Mining Massive Datasets
|
Lecture 10
|
| 24/02/2026 |
|
Midterm Exam |
Chapters: 1, 2, 3, 6, 7, 9
|
Midterm sample
|
| 27/02/2026 |
|
Mining Data Streams |
Chapter 4,
Mining Massive Datasets
|
Lecture 11
|
| 3/03/2026 |
|
Mining Data Streams |
Chapter 4,
Mining Massive Datasets
|
Lecture 12
|
| 6/03/2026 |
|
Link Analysis and Web search |
Chapter 5,
Mining Massive Datasets
|
Lecture 13
|
| 10/03/2026 |
|
Link Analysis and Web search |
Chapter 5,
Mining Massive Datasets
|
Lecture 14
|
| 13/03/2026 |
|
Advertising on the Web |
Chapter 8,
Mining Massive Datasets
|
Lecture 15
|
| 17/03/2026 |
|
Learning through Experimentation |
Chapter 8,
Mining Massive Datasets
|
Lecture 16
|
| 20/03/2026 |
|
Large-scale Machine Learning |
Chapter 12,
Mining Massive Datasets
|
Lecture 17
|
| 24/03/2026 |
|
Mining Social-Network Graphs |
Chapter 10,
Mining Massive Datasets
|
Lecture 18
|
| 27/03/2026 |
|
Data Privacy |
|
Lecture 19
|
| 31/03/2026 |
|
Use case study I |
|
Lecture 20
|
| 3/04/2026 |
|
Use case study II |
Chapter 6,
Mining Massive Datasets
|
Lecture 21
|
| 21/04/2026 |
|
Projects Presentation |
|
|
| 24/04/2026 |
|
Projects Presentation |
|
|
| 28/04/2026 |
|
Revision |
|
Lecture 22
|
