Complexity in Animal Communication: Estimating the Size of N-Gram Structures

In this paper, new techniques that allow conditional entropy to estimate the combinatorics of symbols are applied to animal communication studies to estimate the communication’s repertoire size. By using the conditional entropy estimates at multiple orders, the paper estimates the total repertoire s...

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Published in:Entropy
Main Author: Reginald Smith
Format: Article in Journal/Newspaper
Language:English
Published: MDPI AG 2014
Subjects:
Q
Online Access:https://doi.org/10.3390/e16010526
https://doaj.org/article/505e9fd833c443f5a2caa2aade03feb4
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spelling ftdoajarticles:oai:doaj.org/article:505e9fd833c443f5a2caa2aade03feb4 2023-05-15T16:36:00+02:00 Complexity in Animal Communication: Estimating the Size of N-Gram Structures Reginald Smith 2014-01-01T00:00:00Z https://doi.org/10.3390/e16010526 https://doaj.org/article/505e9fd833c443f5a2caa2aade03feb4 EN eng MDPI AG http://www.mdpi.com/1099-4300/16/1/526 https://doaj.org/toc/1099-4300 1099-4300 doi:10.3390/e16010526 https://doaj.org/article/505e9fd833c443f5a2caa2aade03feb4 Entropy, Vol 16, Iss 1, Pp 526-542 (2014) animal communication information theory dolphin humpback whale bird song phonology Science Q Astrophysics QB460-466 Physics QC1-999 article 2014 ftdoajarticles https://doi.org/10.3390/e16010526 2022-12-30T22:12:37Z In this paper, new techniques that allow conditional entropy to estimate the combinatorics of symbols are applied to animal communication studies to estimate the communication’s repertoire size. By using the conditional entropy estimates at multiple orders, the paper estimates the total repertoire sizes for animal communication across bottlenose dolphins, humpback whales and several species of birds for an N-gram length of one to three. In addition to discussing the impact of this method on studies of animal communication complexity, the reliability of these estimates is compared to other methods through simulation. While entropy does undercount the total repertoire size due to rare N-grams, it gives a more accurate picture of the most frequently used repertoire than just repertoire size alone. Article in Journal/Newspaper Humpback Whale Directory of Open Access Journals: DOAJ Articles Entropy 16 1 526 542
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic animal communication
information theory
dolphin
humpback whale
bird song
phonology
Science
Q
Astrophysics
QB460-466
Physics
QC1-999
spellingShingle animal communication
information theory
dolphin
humpback whale
bird song
phonology
Science
Q
Astrophysics
QB460-466
Physics
QC1-999
Reginald Smith
Complexity in Animal Communication: Estimating the Size of N-Gram Structures
topic_facet animal communication
information theory
dolphin
humpback whale
bird song
phonology
Science
Q
Astrophysics
QB460-466
Physics
QC1-999
description In this paper, new techniques that allow conditional entropy to estimate the combinatorics of symbols are applied to animal communication studies to estimate the communication’s repertoire size. By using the conditional entropy estimates at multiple orders, the paper estimates the total repertoire sizes for animal communication across bottlenose dolphins, humpback whales and several species of birds for an N-gram length of one to three. In addition to discussing the impact of this method on studies of animal communication complexity, the reliability of these estimates is compared to other methods through simulation. While entropy does undercount the total repertoire size due to rare N-grams, it gives a more accurate picture of the most frequently used repertoire than just repertoire size alone.
format Article in Journal/Newspaper
author Reginald Smith
author_facet Reginald Smith
author_sort Reginald Smith
title Complexity in Animal Communication: Estimating the Size of N-Gram Structures
title_short Complexity in Animal Communication: Estimating the Size of N-Gram Structures
title_full Complexity in Animal Communication: Estimating the Size of N-Gram Structures
title_fullStr Complexity in Animal Communication: Estimating the Size of N-Gram Structures
title_full_unstemmed Complexity in Animal Communication: Estimating the Size of N-Gram Structures
title_sort complexity in animal communication: estimating the size of n-gram structures
publisher MDPI AG
publishDate 2014
url https://doi.org/10.3390/e16010526
https://doaj.org/article/505e9fd833c443f5a2caa2aade03feb4
genre Humpback Whale
genre_facet Humpback Whale
op_source Entropy, Vol 16, Iss 1, Pp 526-542 (2014)
op_relation http://www.mdpi.com/1099-4300/16/1/526
https://doaj.org/toc/1099-4300
1099-4300
doi:10.3390/e16010526
https://doaj.org/article/505e9fd833c443f5a2caa2aade03feb4
op_doi https://doi.org/10.3390/e16010526
container_title Entropy
container_volume 16
container_issue 1
container_start_page 526
op_container_end_page 542
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