DocumentCode :
445500
Title :
Investigating the effect of random noise on the evolution of colour terms
Author :
Dowman, Mike
Author_Institution :
Theor. & Appl. Linguistics, Edinburgh Univ.
Volume :
1
fYear :
2005
fDate :
5-5 Sept. 2005
Firstpage :
581
Abstract :
The effect of adding noise to an expression-induction model of language evolution was investigated. The model consisted of a number of artificial people who were able to infer the denotation of basic colour terms from examples of colours which the words had been used to identify, using a Bayesian inference procedure. The artificial people would express colours to one-another, so producing data from which other people could learn. Occasionally they would be creative, which allowed new words to enter the language. When certain points in the colour space were made especially salient, so that the artificial people were more likely to remember colours at these points, the languages emerging over a number of generations in evolutionary simulations replicated the typological patterns seen in the 110 languages of the world colour survey. It was found that if random noise was added to the data from which the artificial people learned, this had no major effect on the emergent languages, demonstrating that the Bayesian inference procedure is able to learn effectively despite the presence of random noise, even when placed in an evolutionary context
Keywords :
artificial life; belief networks; computational linguistics; evolutionary computation; inference mechanisms; random noise; Bayesian inference procedure; artificial people; colour term evolution; expression-induction model; language evolution; random noise; Bayesian methods; Color; Colored noise; Computational modeling; Context modeling; Cultural differences; Natural languages; Psychology;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Evolutionary Computation, 2005. The 2005 IEEE Congress on
Conference_Location :
Edinburgh, Scotland
Print_ISBN :
0-7803-9363-5
Type :
conf
DOI :
10.1109/CEC.2005.1554735
Filename :
1554735
Link To Document :
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