http://www.cnr.it/ontology/cnr/individuo/prodotto/ID304470
A cooperative evolutionary approach to learn communities in multilayer networks (Contributo in atti di convegno)
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- A cooperative evolutionary approach to learn communities in multilayer networks (Contributo in atti di convegno) (literal)
- Anno
- 2014-01-01T00:00:00+01:00 (literal)
- Alternative label
Amelio, Alessia; Pizzuti, Clara (2014)
A cooperative evolutionary approach to learn communities in multilayer networks
in 13th International Conference on Parallel Problem Solving from Nature - PPSN XIII, Ljubljana, Slovenia, September 13-17, 2014.
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- Amelio, Alessia; Pizzuti, Clara (literal)
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- Titolo
- A cooperative evolutionary approach to learn communities in multilayer networks (literal)
- Abstract
- In real-world complex systems objects are often involved in different kinds of connections, each expressing a different aspect of object activity. Multilayer networks, where each layer represents a type of relationship between a set of nodes, constitute a valid formalism to model such systems. In this paper a new approach based on Genetic Algorithms to detect community structure in multilayer networks is proposed. The method introduces an extension of the modularity concept and adopts a genetic representation of a multilayer network that allows cooperation and co-evolution of individuals, in order to find an optimal division of the network, shared among all the layers. Moreover, the algorithm relies on a label propagation mechanism and a local search strategy to refine the result quality. Experiments show the capability of the approach to obtain accurate community structures. (literal)
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