Web Search
Objectives
Knowledge:
- Understand the concept of error in information representation.
- Understand Web and multimedia representation models.
- Analyze Web and multimedia data for information extraction.
- Understand Web and multimedia information access paradigms.
Know-how:
- Implement Web and multimedia information representation algorithms.
- Implement Web and media information annotation algorithms.
- Develop Web and multimedia information access systems.
- Understand domain specific information needs.
Soft-Skills:
- Design Web and multimodal information retrieval systems.
- Select the right techniques do solve problems dealing with multimodal information.
- Be able to design experimental protocols and analyze experimental results.
General characterization
Code
11561
Credits
6.0
Responsible teacher
João Miguel da Costa Magalhães
Hours
Weekly - 4
Total - Available soon
Teaching language
Português
Prerequisites
Available soon
Bibliography
[1] Bing Liu, “Web Data Mining: Exploring Hyperlinks, Contents, and Usage Data”, 2013
[2] Mathias Lux, Oge Marques, “Visual Information Retrieval using Java and LIRE”, 2013
[3] Rick Szeliski , “Computer Vision: Algorithms and Applications”, 2013
Teaching method
Available soon
Evaluation method
Available soon
Subject matter
1. Introduction
2. Social-media data representations
3. Social-networks analysis
4. Multimodal information extraction
5. Learning to rank
6. Case study
7. Distributed representations of words
8. Multimodal embeddings
9. Tagging social-media information
10. Near-duplicate detection
11. Browsing similar documents