Bibliography
- Jure Leskovec, Anand Rajaraman, Jeff Ullman, “Mining of Massive Datasets”, Cambridge University Press, 2011.
- C. D. Manning, P. Raghavan and H. Schütze, “Introduction to Information Retrieval”, Cambridge University Press, 2008.
- Bing Liu, “Web Data Mining: Exploring Hyperlinks, Contents, and Usage Data”, 2013
Slides
1. Introduction
2. Web
data representations
3. Finding
near-duplicates
4. Information
mining
5. Learning
data representations
7. Mining
data graphs
8. Recommendation
algorithms
9. Word embeddings
10. Cross-modal embeddings
11. Case study: DBpedia entity linking