Effect of behavioural sampling methods on local and global social network metrics: a case-study of three macaque species

Social network analysis (SNA) is a powerful, quantitative tool to measure animals' direct and indirect social connectedness in the context of social groups. However, the extent to which behavioural sampling methods influence SNA metrics remains unclear. To fill this gap, here we compare network...

Full description

Bibliographic Details
Main Authors: Stefano S. K. Kaburu, Krishna N. Balasubramaniam, Pascal R. Marty, Brianne Beisner, Kevin Fuji, Eliza Bliss-Moreau, Brenda McCowan
Format: Article
Language:English
Published: The Royal Society 2023-12-01
Series:Royal Society Open Science
Subjects:
Online Access:https://royalsocietypublishing.org/doi/10.1098/rsos.231001
_version_ 1797361016476008448
author Stefano S. K. Kaburu
Krishna N. Balasubramaniam
Pascal R. Marty
Brianne Beisner
Kevin Fuji
Eliza Bliss-Moreau
Brenda McCowan
author_facet Stefano S. K. Kaburu
Krishna N. Balasubramaniam
Pascal R. Marty
Brianne Beisner
Kevin Fuji
Eliza Bliss-Moreau
Brenda McCowan
author_sort Stefano S. K. Kaburu
collection DOAJ
description Social network analysis (SNA) is a powerful, quantitative tool to measure animals' direct and indirect social connectedness in the context of social groups. However, the extent to which behavioural sampling methods influence SNA metrics remains unclear. To fill this gap, here we compare network indices of grooming, huddling, and aggression calculated from data collected from three macaque species through two sampling methods: focal animal sampling (FAS) and all-occurrences behaviour sampling (ABS). We found that measures of direct connectedness (degree centrality, and network density) were correlated between FAS and ABS for all social behaviours. Eigenvector and betweenness centralities were correlated for grooming and aggression networks across all species. By contrast, for huddling, we found a correlation only for betweenness centrality while eigenvector centralities were correlated only for the tolerant bonnet macaque but not so for the despotic rhesus macaque. Grooming and huddling network modularity and centralization were correlated between FAS and ABS for all but three of the eight groups. By contrast, for aggression network, we found a correlation for network centralization but not modularity between the sampling methodologies. We discuss how our findings provide researchers with new guidelines regarding choosing the appropriate sampling method to estimate social network metrics.
first_indexed 2024-03-08T15:47:54Z
format Article
id doaj.art-98a3da93125449d189f09b6f6363af02
institution Directory Open Access Journal
issn 2054-5703
language English
last_indexed 2024-03-08T15:47:54Z
publishDate 2023-12-01
publisher The Royal Society
record_format Article
series Royal Society Open Science
spelling doaj.art-98a3da93125449d189f09b6f6363af022024-01-09T09:59:12ZengThe Royal SocietyRoyal Society Open Science2054-57032023-12-01101210.1098/rsos.231001Effect of behavioural sampling methods on local and global social network metrics: a case-study of three macaque speciesStefano S. K. Kaburu0Krishna N. Balasubramaniam1Pascal R. Marty2Brianne Beisner3Kevin Fuji4Eliza Bliss-Moreau5Brenda McCowan6School of Animal Rural & Environmental Sciences, Nottingham Trent University, Southwell NG25 0QF, UKSchool of Life Sciences, Faculty of Science and Engineering, Anglia Ruskin University, Cambridge CB1 1PT, UKNature and Animal Park Goldau, Goldau 6410, SwitzerlandAnimal Resources Division, Emory National Primate Research Center, Emory University, 16 Atlanta, GA 30329, USADepartment of Population Health & Reproduction, School of Veterinary Medicine, University of California, Davis CA 95616, USADepartment of Psychology, University of California, Davis CA 95616, USADepartment of Population Health & Reproduction, School of Veterinary Medicine, University of California, Davis CA 95616, USASocial network analysis (SNA) is a powerful, quantitative tool to measure animals' direct and indirect social connectedness in the context of social groups. However, the extent to which behavioural sampling methods influence SNA metrics remains unclear. To fill this gap, here we compare network indices of grooming, huddling, and aggression calculated from data collected from three macaque species through two sampling methods: focal animal sampling (FAS) and all-occurrences behaviour sampling (ABS). We found that measures of direct connectedness (degree centrality, and network density) were correlated between FAS and ABS for all social behaviours. Eigenvector and betweenness centralities were correlated for grooming and aggression networks across all species. By contrast, for huddling, we found a correlation only for betweenness centrality while eigenvector centralities were correlated only for the tolerant bonnet macaque but not so for the despotic rhesus macaque. Grooming and huddling network modularity and centralization were correlated between FAS and ABS for all but three of the eight groups. By contrast, for aggression network, we found a correlation for network centralization but not modularity between the sampling methodologies. We discuss how our findings provide researchers with new guidelines regarding choosing the appropriate sampling method to estimate social network metrics.https://royalsocietypublishing.org/doi/10.1098/rsos.231001aggressionall-occurrences behaviour samplingfocal animal samplinggroominghuddlingsocial network analysis
spellingShingle Stefano S. K. Kaburu
Krishna N. Balasubramaniam
Pascal R. Marty
Brianne Beisner
Kevin Fuji
Eliza Bliss-Moreau
Brenda McCowan
Effect of behavioural sampling methods on local and global social network metrics: a case-study of three macaque species
Royal Society Open Science
aggression
all-occurrences behaviour sampling
focal animal sampling
grooming
huddling
social network analysis
title Effect of behavioural sampling methods on local and global social network metrics: a case-study of three macaque species
title_full Effect of behavioural sampling methods on local and global social network metrics: a case-study of three macaque species
title_fullStr Effect of behavioural sampling methods on local and global social network metrics: a case-study of three macaque species
title_full_unstemmed Effect of behavioural sampling methods on local and global social network metrics: a case-study of three macaque species
title_short Effect of behavioural sampling methods on local and global social network metrics: a case-study of three macaque species
title_sort effect of behavioural sampling methods on local and global social network metrics a case study of three macaque species
topic aggression
all-occurrences behaviour sampling
focal animal sampling
grooming
huddling
social network analysis
url https://royalsocietypublishing.org/doi/10.1098/rsos.231001
work_keys_str_mv AT stefanoskkaburu effectofbehaviouralsamplingmethodsonlocalandglobalsocialnetworkmetricsacasestudyofthreemacaquespecies
AT krishnanbalasubramaniam effectofbehaviouralsamplingmethodsonlocalandglobalsocialnetworkmetricsacasestudyofthreemacaquespecies
AT pascalrmarty effectofbehaviouralsamplingmethodsonlocalandglobalsocialnetworkmetricsacasestudyofthreemacaquespecies
AT briannebeisner effectofbehaviouralsamplingmethodsonlocalandglobalsocialnetworkmetricsacasestudyofthreemacaquespecies
AT kevinfuji effectofbehaviouralsamplingmethodsonlocalandglobalsocialnetworkmetricsacasestudyofthreemacaquespecies
AT elizablissmoreau effectofbehaviouralsamplingmethodsonlocalandglobalsocialnetworkmetricsacasestudyofthreemacaquespecies
AT brendamccowan effectofbehaviouralsamplingmethodsonlocalandglobalsocialnetworkmetricsacasestudyofthreemacaquespecies