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Efficient compression in color naming and its evolution
by
Tishby, Naftali
, Kemp, Charles
, Zaslavsky, Noga
, Regier, Terry
in
Color
/ Compression
/ Computer Sciences
/ Domains
/ Evolution
/ Information theory
/ Language
/ Languages
/ Names
/ Naming
/ Optimization
/ Phase transitions
/ Physical Sciences
/ Psychological and Cognitive Sciences
/ Semantics
/ Social Sciences
/ Tradeoffs
/ Variation
2018
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Efficient compression in color naming and its evolution
by
Tishby, Naftali
, Kemp, Charles
, Zaslavsky, Noga
, Regier, Terry
in
Color
/ Compression
/ Computer Sciences
/ Domains
/ Evolution
/ Information theory
/ Language
/ Languages
/ Names
/ Naming
/ Optimization
/ Phase transitions
/ Physical Sciences
/ Psychological and Cognitive Sciences
/ Semantics
/ Social Sciences
/ Tradeoffs
/ Variation
2018
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Do you wish to request the book?
Efficient compression in color naming and its evolution
by
Tishby, Naftali
, Kemp, Charles
, Zaslavsky, Noga
, Regier, Terry
in
Color
/ Compression
/ Computer Sciences
/ Domains
/ Evolution
/ Information theory
/ Language
/ Languages
/ Names
/ Naming
/ Optimization
/ Phase transitions
/ Physical Sciences
/ Psychological and Cognitive Sciences
/ Semantics
/ Social Sciences
/ Tradeoffs
/ Variation
2018
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Journal Article
Efficient compression in color naming and its evolution
2018
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Overview
We derive a principled information-theoretic account of cross-language semantic variation. Specifically, we argue that languages efficiently compress ideas into words by optimizing the information bottleneck (IB) trade-off between the complexity and accuracy of the lexicon. We test this proposal in the domain of color naming and show that (i) color-naming systems across languages achieve near-optimal compression; (ii) small changes in a single trade-off parameter account to a large extent for observed cross-language variation; (iii) efficient IB color-naming systems exhibit soft rather than hard category boundaries and often leave large regions of color space inconsistently named, both of which phenomena are found empirically; and (iv) these IB systems evolve through a sequence of structural phase transitions, in a single process that captures key ideas associated with different accounts of color category evolution. These results suggest that a drive for information-theoretic efficiency may shape color-naming systems across languages. This principle is not specific to color, and so it may also apply to cross-language variation in other semantic domains.
Publisher
National Academy of Sciences
Subject
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