Detalhes do Documento

Entropy bounds for hierarchical molecular networks

Autor(es): Dehmer, Matthias ; Borgert, Stephan ; Emmert-Streib, Frank

Data: 2008

Identificador Persistente: https://hdl.handle.net/10316/11235

Origem: Estudo Geral - Universidade de Coimbra

Assunto(s): Hierarchical networks; Molecular networks; Graph entropy; Graph measures


Descrição

In this paper we derive entropy bounds for hierarchical networks. More precisely, starting from a recently introduced measure to determine the topological entropy of non-hierarchical networks, we provide bounds for estimating the entropy of hierarchical graphs. Apart from bounds to estimate the entropy of a single hierarchical graph, we see that the derived bounds can also be used for characterizing graph classes. Our contribution is an important extension to previous results about the entropy of non-hierarchical networks because for practical applications hierarchical networks are playing an important role in chemistry and biology. In addition to the derivation of the entropy bounds, we provide a numerical analysis for two special graph classes, rooted trees and generalized trees, and demonstrate hereby not only the computational feasibility of our method but also learn about its characteristics and interpretability with respect to data analysis.

Tipo de Documento Preprint
Idioma Inglês
Contribuidor(es) Estudo Geral
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