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Scaling Laws for Phonotactic Complexity in Spoken English Language Data
Andreas Baumann1, Kamil Kaźmierski2, Theresa Matzinger3
1Department of English and American Studies, University of Vienna, Austria.
Zipf's law and Heaps' law apply to sound sequences (phonotactics) when considering sounds across word boundaries. Analyzing longer sound sequences improves the fit for Zipf's law in phonotactics.
Area of Science:
- Linguistics
- Computational Linguistics
- Psycholinguistics
Background:
- Zipf's law and Heaps' law are fundamental statistical principles observed in complex systems, including language.
- Phonotactics, the study of sound sequences in spoken language, has not been extensively analyzed through the lens of these scaling laws.
Purpose of the Study:
- To investigate the applicability of Zipf's law and Heaps' law to phonotactic sequences.
- To determine if boundary-spanning phonotactic sequences influence the relationship between these two statistical laws.
- To assess the goodness-of-fit and scaling coefficients for Zipf's law concerning phonotactic sequences of varying lengths.
Main Methods:
- Analysis of phonotactic sequences of different lengths from the Buckeye corpus of spoken English.
- Inclusion of both within-word and across-word boundary phonotactic sequences.
- Statistical evaluation of Zipf's law and Heaps' law adherence.
Main Results:
- The expected relationship between Zipf's law and Heaps' law in phonotactics is only observed when boundary-spanning sequences are included.
- Zipf's law demonstrates a high goodness-of-fit and a significant scaling coefficient when sequences of more than two sounds are considered.
- Phonotactic cognition appears to utilize information from boundary-spanning sound sequences.
Conclusions:
- The study confirms the relevance of Zipf's law and Heaps' law to phonotactic analysis.
- Incorporating boundary-spanning sequences is crucial for accurately modeling phonotactic statistical properties.
- Findings suggest that cognitive processes for phonotactics involve processing sound sequences that extend beyond individual word boundaries.
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