Download Algorithms and Models for Network Data and Link Analysis by François Fouss, Marco Saerens, Masashi Shimbo PDF

By François Fouss, Marco Saerens, Masashi Shimbo

Community info are produced immediately via daily interactions - social networks, energy grids, and hyperlinks among facts units are a couple of examples. Such information trap social and fiscal habit in a sort that may be analyzed utilizing robust computational instruments. This booklet is a advisor to either simple and complex suggestions and algorithms for extracting helpful details from community facts. The content material is equipped round projects, grouping the algorithms had to assemble particular kinds of details and therefore resolution particular sorts of questions. Examples contain similarity among nodes in a community, status or centrality of person nodes, and dense areas or groups in a community. Algorithms are derived intimately and summarized in pseudo-code. The booklet is meant basically for computing device scientists, engineers, statisticians and physicists, however it can also be available to community scientists dependent within the social sciences.

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Extra resources for Algorithms and Models for Network Data and Link Analysis

Example text

In this context, the prestige of a node increases as it receives more positive citations or endorsements (incoming links). 002 23:18:38, content of the book 5 have been developed in the social sciences (only the most popular are introduced in this chapter), and this chapter also describes some prestige measures introduced in computer science and applied mathematics. These measures were developed mainly in the context of bibliometrics and search engines, and they are now among the most popular for quantifying node prestige.

Thus, the weights are set to the (positive) score differential between the two opponents. In this situation, reverting the relation and thus the link to j → i brings us back to the first interpretation, that is, endorsement or dependency. In the sequel, if not explicitly stated otherwise, the first interpretation is assumed for directed graphs. Of course, it is very important to interpret and understand the correct relation that has been captured in a network before its analysis because each algorithm makes implicit assumptions about the semantics of the edges.

Recall that we assume a graph G with no self-loops. Cost Matrix In some situations, instead of (or in addition to) affinities forming the adjacency matrix, nonnegative costs are assigned to the edges of G. 6) Sometimes, the costs are computed from the affinities by setting cij = 1/aij . In this situation, costs play the role of resistances, and affinities are considered as conductances, as in an electrical network. 7) This matrix is used widely in electrical networks theory [46, 741]. The relation between the adjacency matrix A and the incidence matrix J is described in [46, 102, 469].

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