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Information Retrieval 18 December 2017

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Information Retrieval

18 December 2017

Name: Surname: Matricola:

Ex 1 [points 3+4] Given the sequence of integers (11, 14, 16, 20, 21, 22), show how to encode them based on

- Gamma code

- PForDelta Code, by assuming b=2.

Ex 2 [points 5+5] Given the set of strings S = {abaa, abbb, abbc, b}, build a compacted trie for S and then

 show the two succinct representations of the structure of the trie based on the Heap-like notation and on the LOUDS notation.

 Show the formulas that allow to navigate both tree representations for computing the left/first child of a given trie node.

Ex 3 [points 4+4+5] Given the directed graph G consisting of nodes {A, B, C, D} and edges {(B,A), (A,C), (D,C), (A,B), (C, B), (D,A)}:

 Compute one step of the PageRank by assuming that the teleportation step occurs with probability 0.5 and the starting probability distribution is uniform.

 Define, in formulas only, how it is computed the authoritative score of node A and its hubness score as a function of the authoritative/hubness scores of its adjacent nodes.

 Comment how the similarity between node B and all the other G’s nodes can be estimated by using Personalized PageRank. Show your proposal over G for one step only, with the teleportation step occurring with probability 0.5, and with starting probability (0, 1, 0, 0).

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