Analysis and synthesis of the distribution of consonants over languages: a complex network approach
COLING-ACL '06 Proceedings of the COLING/ACL on Main conference poster sessions
EACL '09 Proceedings of the 12th Conference of the European Chapter of the Association for Computational Linguistics
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We study the self-organization of the consonant inventories through a complex network approach. We observe that the distribution of occurrence as well as co-occurrence of the consonants across languages follow a power-law behavior. The co-occurrence network of consonants exhibits a high clustering coefficient. We propose four novel synthesis models for these networks (each of which is a refinement of the earlier) so as to successively match with higher accuracy (a) the above mentioned topological properties as well as (b) the linguistic property of feature economy exhibited by the consonant inventories. We conclude by arguing that a possible interpretation of this mechanism of network growth is the process of child language acquisition. Such models essentially increase our understanding of the structure of languages that is influenced by their evolutionary dynamics and this, in turn, can be extremely useful for building future NLP applications.