Nathan R, Getz WM, Revilla E, Holyoak M, Kadmon R, Saltz D, et al. A movement ecology paradigm for unifying organismal movement research. Proc Natl Acad Sci USA. 2008;105:19052–9.
Article
CAS
PubMed
PubMed Central
Google Scholar
Spiegel O, Leu ST, Bull CM, Sih A. What’s your move? Movement as a link between personality and spatial dynamics in animal populations. Ecol Lett. 2017;20:3–18.
Article
PubMed
Google Scholar
Shaw AK. Causes and consequences of individual variation in animal movement. Mov Ecol Move Ecol. 2020;8:1–12.
Google Scholar
Réale D, Reader SM, Sol D, McDougall PT, Dingemanse NJ. Integrating animal temperament within ecology and evolution. Biol Rev. 2007;82:291–318.
Article
PubMed
Google Scholar
Wolf M, Weissing FJ. Animal personalities: consequences for ecology and evolution. Trends Ecol Evol. 2012;27:452–61.
Article
PubMed
Google Scholar
Dingemanse NJ, Dochtermann NA. Quantifying individual variation in behaviour: mixed-effect modelling approaches. J Anim Ecol. 2013;82:39–54.
Article
PubMed
Google Scholar
Koski SE. Broader horizons for animal personality research. Front Ecol Evol. 2014;2:1–6.
Article
Google Scholar
Uher J, Addessi E, Visalberghi E. Contextualised behavioural measurements of personality differences obtained in behavioural tests and social observations in adult capuchin monkeys (Cebus apella). J Res Personal. 2013;47(4):427–44. https://doi.org/10.1016/j.jrp.2013.01.013.
Article
Google Scholar
Webster MM, Rutz C. How strange are your study animals? Nature. 2020;582:337–40.
Article
CAS
PubMed
Google Scholar
Nilsson J-Å, Brönmark C, Hansson L-A, Chapman BB. Individuality in movement: the role of animal personality. Oxford: Oxford University Press; 2014.
Google Scholar
Hertel AG, Hertel AG, Niemelä PT, Dingemanse NJ, Mueller T, Mueller T. A guide for studying among-individual behavioral variation from movement data in the wild. Mov Ecol Mov Ecol. 2020;8:1–18.
Google Scholar
Found R, Clair CC. Behavioural syndromes predict loss of migration in wild elk. Anim Behav. 2016;115:35–46. https://doi.org/10.1016/j.anbehav.2016.02.007.
Article
Google Scholar
Archer J. Tests for emotionality in rats and mice: a review. Anim Behav. 1973;21:205–35.
Article
CAS
PubMed
Google Scholar
Gosling SD. From mice to men: what can we learn about personality from animal research? Psychol Bull. 2001;127(1):45–86. https://doi.org/10.1037/0033-2909.127.1.45.
Article
CAS
PubMed
Google Scholar
Leclerc M, Zedrosser A, Pelletier F. Harvesting as a potential selective pressure on behavioural traits. J Appl Ecol. 2017;54:1941–5.
Article
Google Scholar
Clobert J, Le Galliard JF, Cote J, Meylan S, Massot M. Informed dispersal, heterogeneity in animal dispersal syndromes and the dynamics of spatially structured populations. Ecol Lett. 2009;12:197–209.
Article
PubMed
Google Scholar
Bolnick DI, Amarasekare P, Araújo MS, Bürger R, Levine JM, Novak M, et al. Why intraspecific trait variation matters in community ecology. Trends Ecol Evol. 2011;26:183–92.
Article
PubMed
PubMed Central
Google Scholar
Chapman BB, Hulthén K, Blomqvist DR, Hansson LA, Nilsson JÅ, Brodersen J, et al. To boldly go: individual differences in boldness influence migratory tendency. Ecol Lett. 2011;14:871–6.
Article
PubMed
Google Scholar
Best EC, Blomberg SP, Goldizen AW. Shy female kangaroos seek safety in numbers and have fewer preferred friendships. Behav Ecol. 2015;26:639–46.
Article
Google Scholar
Holtmann B, Santos ESA, Lara CE, Nakagawa S. Personality-matching habitat choice, rather than behavioural plasticity, is a likely driver of a phenotype–environment covariance. Proc R Soc B Biol Sci. 2017;284(1864):20170943. https://doi.org/10.1098/rspb.2017.0943.
Article
Google Scholar
Patrick SC, Pinaud D, Weimerskirch H. Boldness predicts an individual’s position along an exploration–exploitation foraging trade-off. J Anim Ecol. 2017;86:1257–68.
Article
PubMed
PubMed Central
Google Scholar
Gharnit E, Bergeron P, Garant D, Reále D. Exploration profiles drive activity patterns and temporal niche specialization in a wild rodent. Behav Ecol. 2020;31:772–83.
Article
Google Scholar
Hertel AG, Leclerc M, Warren D, Pelletier F, Zedrosser A, Mueller T. Don’t poke the bear: using tracking data to quantify behavioural syndromes in elusive wildlife. Anim Behav Elsevier Ltd. 2019;147:91–104. https://doi.org/10.1016/j.anbehav.2018.11.008.
Article
Google Scholar
Conner M, Plowman B, Leopold BD, Lovell C. Influence of time-in-residence on home range and habitat use of bobcats. J Wildli Manag. 1999;63(1):261. https://doi.org/10.2307/3802508.
Article
Google Scholar
Stamps J. Motor learning and the value of familiar space. Am Nat. 1995;146:41–58.
Article
Google Scholar
Powell RA. Animal home ranges and territories and home range estimators. In: Boitani L, Fuller TK, editors. Res Tech Anim Ecol Controv consequences. Columbia University Press: New York; 2000. p. 65–110.
Google Scholar
Mettke-Hofmann C, Wink M, Winkler H, Leisler B. Exploration of environmental changes relates to lifestyle. Behav Ecol. 2005;16:247–54.
Article
Google Scholar
Morris DW. Habitat-dependent foraging in a classic predator-prey system: a fable from snowshoe hares. Oikos. 2005;109:239–54.
Article
Google Scholar
Schirmer A, Herde A, Eccard JA, Dammhahn M. Individuals in space: personality-dependent space use, movement and microhabitat use facilitate individual spatial niche specialization. Oecologia. 2019;189(3):647–60. https://doi.org/10.1007/s00442-019-04365-5.
Article
PubMed
PubMed Central
Google Scholar
Schirmer A, Hoffmann J, Eccard JA, Dammhahn M. My niche: individual spatial niche specialization affects within-and between-species interactions. Proc R Soc B. 2020;287(1918):20192211.
Article
PubMed
PubMed Central
Google Scholar
Kobler A, Klefoth T, Mehner T, Arlinghaus R. Coexistence of behavioural types in an aquatic top predator: a response to resource limitation? Oecologia. 2009;161:837–47.
Article
PubMed
Google Scholar
Pearish S, Hostert L, Bell AM. Behavioral type-environment correlations in the field: A study of three-spined stickleback. Behav Ecol Sociobiol. 2013;67:765–74.
Article
PubMed
PubMed Central
Google Scholar
Farine DR, Whitehead H. Constructing, conducting and interpreting animal social network analysis. J Anim Ecol. 2015;84:1144–63.
Article
PubMed
PubMed Central
Google Scholar
Spiegel O, Leu ST, Sih A, Godfrey SS, Bull CM. When the going gets tough: behavioural type-dependent space use in the sleepy lizard changes as the season dries. Proc R Soc B Biol Sci. 2015;282(1819):20151768.
Article
CAS
Google Scholar
Schlägel UE, Grimm V, Blaum N, Colangeli P, Dammhahn M, Eccard JA, et al. Movement-mediated community assembly and coexistence. Biol Rev. 2020;95:1073–96.
Article
PubMed
Google Scholar
Hughey LF, Hein AM, Strandburg-Peshkin A, Jensen FH. Challenges and solutions for studying collective animal behaviour in the wild. Philos Trans R Soc B Biol Sci. 2018;373:1–13.
Article
Google Scholar
Scheibe KM, Gromann C. Application testing of a new three-dimensional acceleration measuring system with wireless data transfer (WAS) for behavior analysis. Behav Res Methods. 2006;38:427–33.
Article
PubMed
Google Scholar
Watanabe N, Sakanoue S, Kawamura K, Kozakai T. Development of an automatic classification system for eating, ruminating and resting behavior of cattle using an accelerometer. Grassl Sci. 2008;54:231–7.
Article
Google Scholar
Wilson RP, White CR, Quintana F, Halsey LG, Liebsch N, Martin GR, et al. Moving towards acceleration for estimates of activity-specific metabolic rate in free-living animals: the case of the cormorant. J Anim Ecol. 2006;75:1081–90.
Article
PubMed
Google Scholar
Qasem L, Cardew A, Wilson A, Griffiths I, Halsey LG, Shepard ELC, Gleiss AC, Wilson R. Tri-axial dynamic acceleration as a proxy for animal energy expenditure; should we be summing values or calculating the vector? PLoS ONE. 2012;7(2):e31187. https://doi.org/10.1371/journal.pone.0031187.
Article
CAS
PubMed
PubMed Central
Google Scholar
López LMM, Miller PJO, De Soto NA, Johnson M. Gait switches in deep-diving beaked whales: biomechanical strategies for long-duration dives. J Exp Biol. 2015;218:1325–38.
Article
Google Scholar
Gunner RM, Wilson RP, Holton MD, Scott R, Hopkins P, Duarte CM. A new direction for differentiating animal activity based on measuring angular velocity about the yaw axis. Ecol Evol. 2020;10:7872–86.
Article
PubMed
PubMed Central
Google Scholar
Gleiss AC, Wilson RP, Shepard ELC. Making overall dynamic body acceleration work: on the theory of acceleration as a proxy for energy expenditure. Methods Ecol Evol. 2011;2:23–33.
Article
Google Scholar
Fahlman A, Wilson R, Svärd C, Rosen DAS, Trites AW. Activity and diving metabolism correlate in steller sea lion eumetopias jubatus. Aquat Biol. 2008;2:75–84.
Article
Google Scholar
Shepard ELC, Wilson RP, Halsey LG, Quintana F, Laich AG, Gleiss AC, et al. Derivation of body motion via appropriate smoothing of acceleration data. Aquat Biol. 2008;4:235–41.
Article
Google Scholar
Green JA, Halsey LG, Wilson RP, Frappell PB. Estimating energy expenditure of animals using the accelerometry technique: activity, inactivity and comparison with the heart-rate technique. J Exp Biol. 2009;212:745–6.
Article
Google Scholar
Halsey LG, Shepard ELC, Quintana F, Gomez Laich A, Green JA, Wilson RP. The relationship between oxygen consumption and body acceleration in a range of species. Comp Biochem Physiol A Mol Integr Physiol. 2009;152:197–202.
Article
CAS
PubMed
Google Scholar
Halsey LG, Shepard ELC, Wilson RP. Assessing the development and application of the accelerometry technique for estimating energy expenditure. Comp Biochem Physiol A Mol Integr Physiol. 2011;158:305–14. https://doi.org/10.1016/j.cbpa.2010.09.002.
Article
CAS
PubMed
Google Scholar
Halsey LG, White CR. Measuring energetics and behaviour using accelerometry in cane toads Bufo marinus. PLoS ONE. 2010;5(4):e10170. https://doi.org/10.1371/journal.pone.0010170.
Article
CAS
PubMed
PubMed Central
Google Scholar
Nathan R, Spiegel O, Fortmann-Roe S, Harel R, Wikelski M, Getz WM. Using tri-axial acceleration data to identify behavioral modes of free-ranging animals: general concepts and tools illustrated for griffon vultures. J Exp Biol. 2012;215:986–96. https://doi.org/10.1242/jeb.058602.
Article
PubMed
PubMed Central
Google Scholar
Mosser AA, Avgar T, Brown GS, Walker CS, Fryxell JM. Towards an energetic landscape: Broad-scale accelerometry in woodland caribou. J Anim Ecol. 2014;83:916–22.
Article
PubMed
Google Scholar
Noonan MJ, Markham A, Newman C, Trigoni N, Buesching CD, Ellwood SA, et al. Climate and the individual: Inter-annual variation in the autumnal activity of the European badger (Meles meles). PLoS ONE. 2014;9(1):e83156. https://doi.org/10.1371/journal.pone.0083156.
Article
CAS
PubMed
PubMed Central
Google Scholar
Chimienti M, Cornulier T, Owen E, Bolton M, Davies IM, Travis JMJ, et al. The use of an unsupervised learning approach for characterizing latent behaviors in accelerometer data. Ecol Evol. 2016;6:727–41.
Article
PubMed
PubMed Central
Google Scholar
Hicks O, Burthe S, Daunt F, Butler A, Bishop C, Green JA. Validating accelerometry estimates of energy expenditure across behaviours using heart rate data in a free-living seabird. J Exp Biol. 2017;220:1875–81.
PubMed
PubMed Central
Google Scholar
Ullmann W, Fischer C, Pirhofer-Walzl K, Kramer-Schadt S, Blaum N. Spatiotemporal variability in resources affects herbivore home range formation in structurally contrasting and unpredictable agricultural landscapes. Landscape Ecol. 2018;33(9):1505–17. https://doi.org/10.1007/s10980-018-0676-2.
Article
Google Scholar
Ullmann W, Fischer C, Kramer-Schadt S, Pirhofer-Walzl K, Glemnitz M, Blaum N. How do agricultural practices affect the movement behaviour of European brown hares (Lepus europaeus)? Agric Ecosyst Environ. Elsevier. 2020;292: 106819. https://doi.org/10.1016/j.agee.2020.106819.
Article
Google Scholar
R Core Team. R: A language and environment for statistical computing. Vienna, Austria; 2020. https://www.r-project.org/
Brommer JE. On between-individual and residual (co)variances in the study of animal personality: are you willing to take the “individual gambit”? Behav Ecol Sociobiol. 2013;67:1027–32.
Article
Google Scholar
R Studio Team. RStudio: integrated development environment for R. Boston, MA; 2019. http://www.rstudio.com/
Woodmann N, Bates AJ, Lazar JR, Richardson N. GoPro Inc.. San Meteo, California, USA: GoPro Incorporation; 2002. http://www.gopro.com
Scharf A. moveACC: Visualitation and Analysis of Acceleration Data (Mainly for eObs Tags). 2018. https://gitlab.com/anneks/moveACC/
e-obs GmbH. München, Germany; 2020. www.e-obs.de.
Wikelski M, Davidson SC, Kays R. The movebank data repository. Movebank Arch. Anal. Shar. Anim. Mov. data. Hosted by Max Planck Inst. Anim. Behav. 2020 [cited 2020 Dec 11]. www.movebank.org
Stoffel MA, Nakagawa S, Schielzeth H. rptR: repeatability estimation and variance decomposition by generalized linear mixed-effects models. Methods Ecol Evol. 2017;8:1639–44.
Article
Google Scholar
Nakagawa S, Schielzeth H. Repeatability for Gaussian and non-Gaussian data: a practical guide for biologists. Biol Rev. 2010;85:935–56.
PubMed
Google Scholar
Hertel AG, Hertel AG, Niemelä PT, Dingemanse NJ, Mueller T, Mueller T. A guide for studying among-individual behavioral variation from movement data in the wild. Mov Ecol. 2020;8:1–36.
Article
Google Scholar
Barton K. MuMIn: Multi-model inference. R Packag version 1156. 2016;1–45. http://cran.r-project.org/package=MuMIn
Burnham KP, Anderson DR, editors. Model Selection and multimodel inference. New York: Springer; 2004. https://doi.org/10.1007/b97636.
Book
Google Scholar
Pinheiro JC, Bates DM. Mixed-Effects Models in Sand S-PLUS. New York: Springer; 2000.
Book
Google Scholar
Kranstauber B, Smolla M, Scharf A.: Move: visualizing and analyzing animal track data. 2020. https://cran.r-project.org/package=move
Fleming CH, Calabrese JM. ctmm: Continuous-time movement modeling. 2020. https://cran.r-project.org/package=ctmm
Hartig F. DHARMa: Residual Diagnostics for Hierarchical (Multi-Level / Mixed) Regression Models. 2022. http://florianhartig.github.io/DHARMa/
Lantová P, Šíchová K, Sedláček F, Lanta V. Determining behavioural syndromes in voles: the effects of social environment. Ethology. 2011;117:124–32.
Article
Google Scholar
Dammhahn M, Almeling L. Is risk taking during foraging a personality trait? A field test for cross-context consistency in boldness. Anim Behav Elsevier Ltd. 2012;84:1131–9. https://doi.org/10.1016/j.anbehav.2012.08.014.
Article
Google Scholar
Boyer N, Réale D, Marmet J, Pisanu B, Chapuis JL. Personality, space use and tick load in an introduced population of Siberian chipmunks Tamias sibiricus. J Anim Ecol. 2010;79:538–47.
Article
PubMed
Google Scholar
Wat KKY, Herath APHM, Rus AI, Banks PB, McArthur C. Space use by animals on the urban fringe: interactive effects of sex and personality. Behav Ecol. 2021;31:330–9.
Article
Google Scholar
Macdonald DW, Johnson DDP. Patchwork planet: The resource dispersion hypothesis, society, and the ecology of life. J Zool. 2015;295:75–107.
Article
Google Scholar
Silver P, Cooper JK, Palmer MA, Davis EJ. The arrangement of resources in patchy landscapes: effects on distribution, survival, and resource acquisition of chironomids. Oecologia. 2000;124:216–24.
Article
CAS
PubMed
Google Scholar
Moiron M, Araya-Ajoy YG, Mathot KJ, Mouchet A, Dingemanse NJ. Functional relations between body mass and risk-taking behavior in wild great tits. Behav Ecol. 2019;30:617–23.
Article
Google Scholar
Wang Y, Shi B, Zhao X, Feng J, Jiang T. Morphological correlates of personality in female asian particolored bats (Vespertilio sinensis). Animals. 2020;10:1–15.
CAS
Google Scholar
Sih A, Bell AM, Johnson JC, Ziemba RE. Behavioral syndromes: An integrative overview. Q Rev Biol. 2004;79:241–77.
Article
PubMed
Google Scholar
Carter AJ, Feeney WE, Marshall HH, Cowlishaw G, Heinsohn R. Animal personality: what are behavioural ecologists measuring? Biol Rev. 2013;88:465–75.
Article
PubMed
Google Scholar
Zwolak R, Sih A. Animal personalities and seed dispersal: a conceptual review. Funct Ecol. 2020;34:1294–310.
Article
Google Scholar
Luttbeg B, Sih A. Risk, resources and state-dependent adaptive behavioural syndromes. Philos Trans R Soc B Biol Sci. 2010;365:3977–90.
Article
Google Scholar
Biro PA, Stamps JA. Are animal personality traits linked to life-history productivity? Trends Ecol Evol. 2008;23:361–8.
Article
PubMed
Google Scholar
Careau V, Thomas D, Humphries MM, Réale D. Energy metabolism and animal personality. Oikos. 2008;117:641–53.
Article
Google Scholar
Careau V, Bininda-Emonds ORP, Thomas DW, Réale D, Humphries MM. Exploration strategies map along fast-slow metabolic and life-history continua in muroid rodents. Funct Ecol. 2009;23:150–6.
Article
Google Scholar
Réale D, Dingemanse NJ, Kazem AJN, Wright J. Evolutionary and ecological approaches to the study of personality. Philos Trans R Soc B Biol Sci. 2010;365:3937–46.
Article
Google Scholar
Mathot KJ, Dingemanse NJ. Energetics and behavior: Unrequited needs and new directions. Trends Ecol Evol Elsevier Ltd. 2015;30:199–206. https://doi.org/10.1016/j.tree.2015.01.010.
Article
Google Scholar
Bolnick DI, Svanbäck R, Fordyce JA, Yang LH, Davis JM, Hulsey CD, et al. The Ecology of Individuals: Incidence and Implications of Individual Specialization. Am Nat. 2003;161:1–28. https://doi.org/10.1086/343878.
Article
PubMed
Google Scholar
Atwell JW, Cardoso GC, Whittaker DJ, Campbell-Nelson S, Robertson KW, Ketterson ED. Boldness behavior and stress physiology in a novel urban environment suggest rapid correlated evolutionary adaptation. Behav Ecol. 2012;23:960–9.
Article
PubMed
PubMed Central
Google Scholar
Merrick MJ, Koprowski JL. Should we consider individual behavior differences in applied wildlife conservation studies? Biol Conserv Elsevier Ltd. 2017;209:34–44. https://doi.org/10.1016/j.biocon.2017.01.021.
Article
Google Scholar
Morton FB, Lee PC, Buchanan-Smith HM. Taking personality selection bias seriously in animal cognition research: a case study in capuchin monkeys (Sapajus apella). Anim Cogn. 2013;16:677–84.
Article
PubMed
Google Scholar
Wilson DS, Coleman K, Clark AB, Biederman L. Shy-bold continuum in pumpkinseed sunfish (Lepomis gibbosus): an ecological study of a psychological trait. J Comp Psychol. 1993;107(3):250–60. https://doi.org/10.1037/0735-7036.107.3.250.
Article
Google Scholar
Tuyttens FAM, Macdonald DW, Delahay R, Rogers LM, Mallinson FJ, Donnelly CA, et al. Differences in trappability of European badgers Meles meles in three populations in England. J Appl Ecol. 1999;36:1051–62.
Article
Google Scholar
Réale D, Gallant BY, Leblanc M, Festa-Bianchet M. Consistency of temperament in bighorn ewes and correlates with behaviour and life history. Anim Behav. 2000;60:589–97.
Article
PubMed
Google Scholar
Cooke SJ, Suski CD, Ostrand KG, Wahl DH, Philipp DP. Physiological and behavioral consequences of long-term artificial selection for vulnerability to recreational angling in a teleost fish. Physiol Biochem Zool. 2007;80:480–90.
Article
PubMed
Google Scholar
Biro PA, Post JR. Rapid depletion of genotypes with fast growth and bold personality traits from harvested fish populations. Proc Natl Acad Sci USA. 2008;105:2919–22.
Article
CAS
PubMed
PubMed Central
Google Scholar
Boon AK, Réale D, Boutin S. Personality, habitat use, and their consequences for survival in North American red squirrels Tamiasciurus hudsonicus. Oikos. 2008;117:1321–8.
Article
Google Scholar
Biro PA. Are most samples of animals systematically biased? Consistent individual trait differences bias samples despite random sampling. Oecologia. 2013;171:339–45.
Article
PubMed
Google Scholar