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Web Mining and Search course (2018 edition)

Repository for the Web Search (Computer Science Msc) course, offered at FCT-NOVA.

The first goal of this tutorial is to create low-level search spaces:

  • Features: BoW, HoC, HoG, GIST

The second goal is to implement a search functionality for any search spaces:

  • Given an image query or a text query and a search space return the k nearest documents.
  • Identify the correct distance for each space.
  • Normalize data.
  • Information categorization: image classification
  • High-level image embeddings.
  • Named entities recognition

8 October – Project

  • Parse the queries file and generate the search results
  • Experimental evaluation setup.

15 October – Project: Finalize checkpoint 1 report

All checkpoints will be graded as follows:

  • Implementation correctness (30%).
  • Results analysis (30%): Discuss the performance of each algorihm and their robustness to different data. The performance should be tied to clear understanding of the algorithm properties and parameters. Make sure you justify your decisions wisely.
  • Critical discussion (40%): Critical comparison of different algorithms for the same task. Identify the advantages of each method. Clearly identify bottlenecks and suggest possible improvements.

22 October – Project

Checkpoint 1 discussions.

12 November - Project: Finalize checkpoint 2 report

Checkpoint 1 discussions.

26 November – Project

Checkpoint 2 discussions.

3 December – Project

10 December – Project: Final submission report


Contact:

Course website: http://ctp.di.fct.unl.pt/~jmag/ws/index.html

If you have any question or if you find any issue, please contact: Prof. João Magalhães - Email: [email protected] or David Semedo - Email: [email protected]

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