Correlations in the organization of large-scale syntactic dependency networks
Ferrer i Cancho R, Mehler A, Pustylnikov O, Díaz-Guilera A (2007)
In: Proceedings of the workshop "TextGraphs-2: Graph-based Methods for Natural Language Processing" at the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007). Rochester, New York: 65-72.
Konferenzbeitrag
| Veröffentlicht | Englisch
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ferrer-i-cancho_mehler_pustylnikov_diaz-guilera_2007_a.pdf
Autor*in
Ferrer i Cancho, Ramon;
Mehler, AlexanderUniBi;
Pustylnikov, Olga;
Díaz-Guilera, Albert
Abstract / Bemerkung
We study the correlations in the connectivity
patterns of large scale syntactic dependency
networks. These networks are
induced from treebanks: their vertices denote
word forms which occur as nuclei
of dependency trees. Their edges connect
pairs of vertices if at least two instance
nuclei of these vertices are linked
in the dependency structure of a sentence.
We examine the syntactic dependency networks
of seven languages. In all these
cases, we consistently obtain three findings.
Firstly, clustering, i.e., the probability
that two vertices which are linked to
a common vertex are linked on their part,
is much higher than expected by chance.
Secondly, the mean clustering of vertices
decreases with their degree — this finding
suggests the presence of a hierarchical
network organization. Thirdly, the mean
degree of the nearest neighbors of a vertex
x tends to decrease as the degree of
x grows—this finding indicates disassortative
mixing in the sense that links tend
to connect vertices of dissimilar degrees.
Our results indicate the existence of common
patterns in the large scale organization
of syntactic dependency networks.
Erscheinungsjahr
2007
Titel des Konferenzbandes
Proceedings of the workshop "TextGraphs-2: Graph-based Methods for Natural Language Processing" at the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007)
Seite(n)
65-72
Konferenz
Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007)
Page URI
https://pub.uni-bielefeld.de/record/2479723
Zitieren
Ferrer i Cancho R, Mehler A, Pustylnikov O, Díaz-Guilera A. Correlations in the organization of large-scale syntactic dependency networks. In: Proceedings of the workshop "TextGraphs-2: Graph-based Methods for Natural Language Processing" at the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007). Rochester, New York; 2007: 65-72.
Ferrer i Cancho, R., Mehler, A., Pustylnikov, O., & Díaz-Guilera, A. (2007). Correlations in the organization of large-scale syntactic dependency networks. Proceedings of the workshop "TextGraphs-2: Graph-based Methods for Natural Language Processing" at the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007), 65-72. Rochester, New York.
Ferrer i Cancho, Ramon, Mehler, Alexander, Pustylnikov, Olga, and Díaz-Guilera, Albert. 2007. “Correlations in the organization of large-scale syntactic dependency networks”. In Proceedings of the workshop "TextGraphs-2: Graph-based Methods for Natural Language Processing" at the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007), 65-72. Rochester, New York.
Ferrer i Cancho, R., Mehler, A., Pustylnikov, O., and Díaz-Guilera, A. (2007). “Correlations in the organization of large-scale syntactic dependency networks” in Proceedings of the workshop "TextGraphs-2: Graph-based Methods for Natural Language Processing" at the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007) (Rochester, New York), 65-72.
Ferrer i Cancho, R., et al., 2007. Correlations in the organization of large-scale syntactic dependency networks. In Proceedings of the workshop "TextGraphs-2: Graph-based Methods for Natural Language Processing" at the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007). Rochester, New York, pp. 65-72.
R. Ferrer i Cancho, et al., “Correlations in the organization of large-scale syntactic dependency networks”, Proceedings of the workshop "TextGraphs-2: Graph-based Methods for Natural Language Processing" at the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007), Rochester, New York: 2007, pp.65-72.
Ferrer i Cancho, R., Mehler, A., Pustylnikov, O., Díaz-Guilera, A.: Correlations in the organization of large-scale syntactic dependency networks. Proceedings of the workshop "TextGraphs-2: Graph-based Methods for Natural Language Processing" at the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007). p. 65-72. Rochester, New York (2007).
Ferrer i Cancho, Ramon, Mehler, Alexander, Pustylnikov, Olga, and Díaz-Guilera, Albert. “Correlations in the organization of large-scale syntactic dependency networks”. Proceedings of the workshop "TextGraphs-2: Graph-based Methods for Natural Language Processing" at the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL-HLT 2007). Rochester, New York, 2007. 65-72.
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