Collective Animal Behavior from Bayesian Estimation and Probability Matching
Identifieur interne : 001D06 ( Ncbi/Curation ); précédent : 001D05; suivant : 001D07Collective Animal Behavior from Bayesian Estimation and Probability Matching
Auteurs : Alfonso Pérez-Escudero [Espagne] ; Gonzalo G. De Polavieja [Espagne]Source :
- PLoS Computational Biology [ 1553-734X ] ; 2011.
Abstract
Animals living in groups make movement decisions that depend, among other factors, on social interactions with other group members. Our present understanding of social rules in animal collectives is mainly based on empirical fits to observations, with less emphasis in obtaining first-principles approaches that allow their derivation. Here we show that patterns of collective decisions can be derived from the basic ability of animals to make probabilistic estimations in the presence of uncertainty. We build a decision-making model with two stages: Bayesian estimation and probabilistic matching. In the first stage, each animal makes a Bayesian estimation of which behavior is best to perform taking into account personal information about the environment and social information collected by observing the behaviors of other animals. In the probability matching stage, each animal chooses a behavior with a probability equal to the Bayesian-estimated probability that this behavior is the most appropriate one. This model derives very simple rules of interaction in animal collectives that depend only on two types of reliability parameters, one that each animal assigns to the other animals and another given by the quality of the non-social information. We test our model by obtaining theoretically a rich set of observed collective patterns of decisions in three-spined sticklebacks,
Url:
DOI: 10.1371/journal.pcbi.1002282
PubMed: 22125487
PubMed Central: 3219619
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PMC:3219619Le document en format XML
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<front><div type="abstract" xml:lang="en"><p>Animals living in groups make movement decisions that depend, among other factors, on social interactions with other group members. Our present understanding of social rules in animal collectives is mainly based on empirical fits to observations, with less emphasis in obtaining first-principles approaches that allow their derivation. Here we show that patterns of collective decisions can be derived from the basic ability of animals to make probabilistic estimations in the presence of uncertainty. We build a decision-making model with two stages: Bayesian estimation and probabilistic matching. In the first stage, each animal makes a Bayesian estimation of which behavior is best to perform taking into account personal information about the environment and social information collected by observing the behaviors of other animals. In the probability matching stage, each animal chooses a behavior with a probability equal to the Bayesian-estimated probability that this behavior is the most appropriate one. This model derives very simple rules of interaction in animal collectives that depend only on two types of reliability parameters, one that each animal assigns to the other animals and another given by the quality of the non-social information. We test our model by obtaining theoretically a rich set of observed collective patterns of decisions in three-spined sticklebacks, <italic>Gasterosteus aculeatus</italic>
, a shoaling fish species. The quantitative link shown between probabilistic estimation and collective rules of behavior allows a better contact with other fields such as foraging, mate selection, neurobiology and psychology, and gives predictions for experiments directly testing the relationship between estimation and collective behavior.</p>
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<back><div1 type="bibliography"><listBibl><biblStruct><analytic><author><name sortKey="Box, G" uniqKey="Box G">G Box</name>
</author>
<author><name sortKey="Tiao, G" uniqKey="Tiao G">G Tiao</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jaynes, Et" uniqKey="Jaynes E">ET Jaynes</name>
</author>
<author><name sortKey="Bretthorst, Lg" uniqKey="Bretthorst L">LG Bretthorst</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Helmholtz, H" uniqKey="Helmholtz H">H Helmholtz</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mach, E" uniqKey="Mach E">E Mach</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Knill, Dc" uniqKey="Knill D">DC Knill</name>
</author>
<author><name sortKey="Pouget, A" uniqKey="Pouget A">A Pouget</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jacobs, R" uniqKey="Jacobs R">R Jacobs</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Knill, Dc" uniqKey="Knill D">DC Knill</name>
</author>
<author><name sortKey="Saunders, Ja" uniqKey="Saunders J">JA Saunders</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ernst, Mo" uniqKey="Ernst M">MO Ernst</name>
</author>
<author><name sortKey="Banks, Ms" uniqKey="Banks M">MS Banks</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Battaglia, Pw" uniqKey="Battaglia P">PW Battaglia</name>
</author>
<author><name sortKey="Jacobs, Ra" uniqKey="Jacobs R">RA Jacobs</name>
</author>
<author><name sortKey="Aslin, Rn" uniqKey="Aslin R">RN Aslin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Alais, D" uniqKey="Alais D">D Alais</name>
</author>
<author><name sortKey="Burr, D" uniqKey="Burr D">D Burr</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gold, Ji" uniqKey="Gold J">JI Gold</name>
</author>
<author><name sortKey="Shadlen, Mn" uniqKey="Shadlen M">MN Shadlen</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kording, Kp" uniqKey="Kording K">KP Kording</name>
</author>
<author><name sortKey="Wolpert, Dm" uniqKey="Wolpert D">DM Wolpert</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kording, Kp" uniqKey="Kording K">KP Körding</name>
</author>
<author><name sortKey="Wolpert, Dm" uniqKey="Wolpert D">DM Wolpert</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gold, Ji" uniqKey="Gold J">JI Gold</name>
</author>
<author><name sortKey="Shadlen, Mn" uniqKey="Shadlen M">MN Shadlen</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Courville, Ac" uniqKey="Courville A">AC Courville</name>
</author>
<author><name sortKey="Daw, Nd" uniqKey="Daw N">ND Daw</name>
</author>
<author><name sortKey="Touretzky, Ds" uniqKey="Touretzky D">DS Touretzky</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kruschke, Jk" uniqKey="Kruschke J">JK Kruschke</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Tenenbaum, Jb" uniqKey="Tenenbaum J">JB Tenenbaum</name>
</author>
<author><name sortKey="Kemp, C" uniqKey="Kemp C">C Kemp</name>
</author>
<author><name sortKey="Griffiths, Tl" uniqKey="Griffiths T">TL Griffiths</name>
</author>
<author><name sortKey="Goodman, Nd" uniqKey="Goodman N">ND Goodman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Oaten, A" uniqKey="Oaten A">A Oaten</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Biernaskie, Jm" uniqKey="Biernaskie J">JM Biernaskie</name>
</author>
<author><name sortKey="Walker, Sc" uniqKey="Walker S">SC Walker</name>
</author>
<author><name sortKey="Gegear, Rj" uniqKey="Gegear R">RJ Gegear</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Alonso, J" uniqKey="Alonso J">J Alonso</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Mcnamara, Jm" uniqKey="Mcnamara J">JM McNamara</name>
</author>
<author><name sortKey="Green, Rf" uniqKey="Green R">RF Green</name>
</author>
<author><name sortKey="Olsson, O" uniqKey="Olsson O">O Olsson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Valone, Tj" uniqKey="Valone T">TJ Valone</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Valone, Tj" uniqKey="Valone T">TJ Valone</name>
</author>
<author><name sortKey="Templeton, Jj" uniqKey="Templeton J">JJ Templeton</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Blanchet, S" uniqKey="Blanchet S">S Blanchet</name>
</author>
<author><name sortKey="Clobert, J" uniqKey="Clobert J">J Clobert</name>
</author>
<author><name sortKey="Danchin, E" uniqKey="Danchin E">E Danchin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Dall, Srx" uniqKey="Dall S">SRX Dall</name>
</author>
<author><name sortKey="Giraldeau, La" uniqKey="Giraldeau L">LA Giraldeau</name>
</author>
<author><name sortKey="Olsson, O" uniqKey="Olsson O">O Olsson</name>
</author>
<author><name sortKey="Mcnamara, Jm" uniqKey="Mcnamara J">JM McNamara</name>
</author>
<author><name sortKey="Stephens, Dw" uniqKey="Stephens D">DW Stephens</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Giraldeau, La" uniqKey="Giraldeau L">LA Giraldeau</name>
</author>
<author><name sortKey="Valone, Tj" uniqKey="Valone T">TJ Valone</name>
</author>
<author><name sortKey="Templeton, Jj" uniqKey="Templeton J">JJ Templeton</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Wagner, Rh" uniqKey="Wagner R">RH Wagner</name>
</author>
<author><name sortKey="Danchin, E" uniqKey="Danchin E">E Danchin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="King, Aj" uniqKey="King A">AJ King</name>
</author>
<author><name sortKey="Cowlishaw, G" uniqKey="Cowlishaw G">G Cowlishaw</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Valone, Tj" uniqKey="Valone T">TJ Valone</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Templeton, Jj" uniqKey="Templeton J">JJ Templeton</name>
</author>
<author><name sortKey="Giraldeau, La" uniqKey="Giraldeau L">LA Giraldeau</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Templeton, Jj" uniqKey="Templeton J">JJ Templeton</name>
</author>
<author><name sortKey="Giraldeau, La" uniqKey="Giraldeau L">LA Giraldeau</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Smith, Jw" uniqKey="Smith J">JW Smith</name>
</author>
<author><name sortKey="Benkman, Cw" uniqKey="Benkman C">CW Benkman</name>
</author>
<author><name sortKey="Coffey, K" uniqKey="Coffey K">K Coffey</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Clark, C" uniqKey="Clark C">C Clark</name>
</author>
<author><name sortKey="Mangel, M" uniqKey="Mangel M">M Mangel</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Doligez, B" uniqKey="Doligez B">B Doligez</name>
</author>
<author><name sortKey="Danchin, E" uniqKey="Danchin E">E Danchin</name>
</author>
<author><name sortKey="Clobert, J" uniqKey="Clobert J">J Clobert</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Boulinier, T" uniqKey="Boulinier T">T Boulinier</name>
</author>
<author><name sortKey="Danchin, E" uniqKey="Danchin E">E Danchin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Coolen, I" uniqKey="Coolen I">I Coolen</name>
</author>
<author><name sortKey="Van Bergen, Y" uniqKey="Van Bergen Y">Y van Bergen</name>
</author>
<author><name sortKey="Day, Rl" uniqKey="Day R">RL Day</name>
</author>
<author><name sortKey="Laland, Kn" uniqKey="Laland K">KN Laland</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Van Bergen, Y" uniqKey="Van Bergen Y">Y van Bergen</name>
</author>
<author><name sortKey="Coolen, I" uniqKey="Coolen I">I Coolen</name>
</author>
<author><name sortKey="Laland, Kn" uniqKey="Laland K">KN Laland</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Rieucau, G" uniqKey="Rieucau G">G Rieucau</name>
</author>
<author><name sortKey="Giraldeau, La" uniqKey="Giraldeau L">La Giraldeau</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Lima, Sl" uniqKey="Lima S">SL Lima</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Proctor, Cj" uniqKey="Proctor C">CJ Proctor</name>
</author>
<author><name sortKey="Broom, M" uniqKey="Broom M">M Broom</name>
</author>
<author><name sortKey="Ruxton, Gd" uniqKey="Ruxton G">GD Ruxton</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Nordell" uniqKey="Nordell">Nordell</name>
</author>
<author><name sortKey="Valone, Tj" uniqKey="Valone T">TJ Valone</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ward, Ajw" uniqKey="Ward A">AJW Ward</name>
</author>
<author><name sortKey="Sumpter, Djt" uniqKey="Sumpter D">DJT Sumpter</name>
</author>
<author><name sortKey="Couzin, Id" uniqKey="Couzin I">ID Couzin</name>
</author>
<author><name sortKey="Hart, Pjb" uniqKey="Hart P">PJB Hart</name>
</author>
<author><name sortKey="Krause, J" uniqKey="Krause J">J Krause</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Sumpter, Djt" uniqKey="Sumpter D">DJT Sumpter</name>
</author>
<author><name sortKey="Krause, J" uniqKey="Krause J">J Krause</name>
</author>
<author><name sortKey="James, R" uniqKey="James R">R James</name>
</author>
<author><name sortKey="Couzin, Id" uniqKey="Couzin I">ID Couzin</name>
</author>
<author><name sortKey="Ward, Ajw" uniqKey="Ward A">AJW Ward</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Couzin, Id" uniqKey="Couzin I">ID Couzin</name>
</author>
<author><name sortKey="Krause, J" uniqKey="Krause J">J Krause</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Sumpter, Dj" uniqKey="Sumpter D">DJ Sumpter</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Couzin, Id" uniqKey="Couzin I">ID Couzin</name>
</author>
<author><name sortKey="Krause, J" uniqKey="Krause J">J Krause</name>
</author>
<author><name sortKey="Franks, Nr" uniqKey="Franks N">NR Franks</name>
</author>
<author><name sortKey="Levin, Sa" uniqKey="Levin S">SA Levin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Katz, Y" uniqKey="Katz Y">Y Katz</name>
</author>
<author><name sortKey="Tunstrom, K" uniqKey="Tunstrom K">K Tunstrom</name>
</author>
<author><name sortKey="Ioannou, Cc" uniqKey="Ioannou C">CC Ioannou</name>
</author>
<author><name sortKey="Huepe, C" uniqKey="Huepe C">C Huepe</name>
</author>
<author><name sortKey="Couzin, Id" uniqKey="Couzin I">ID Couzin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Neyman, J" uniqKey="Neyman J">J Neyman</name>
</author>
<author><name sortKey="Pearson, E" uniqKey="Pearson E">E Pearson</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Herrnstein, R" uniqKey="Herrnstein R">R Herrnstein</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Behrend, Er" uniqKey="Behrend E">ER Behrend</name>
</author>
<author><name sortKey="Bitterman, Me" uniqKey="Bitterman M">ME Bitterman</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Greggers, U" uniqKey="Greggers U">U Greggers</name>
</author>
<author><name sortKey="Menzel, R" uniqKey="Menzel R">R Menzel</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Kirk, Kl" uniqKey="Kirk K">KL Kirk</name>
</author>
<author><name sortKey="Bitterman, Me" uniqKey="Bitterman M">ME Bitterman</name>
</author>
</analytic>
</biblStruct>
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</author>
</analytic>
</biblStruct>
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</author>
<author><name sortKey="Beierholm, Ur" uniqKey="Beierholm U">UR Beierholm</name>
</author>
<author><name sortKey="Shams, L" uniqKey="Shams L">L Shams</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Staddon, J" uniqKey="Staddon J">J Staddon</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Fretwell, S" uniqKey="Fretwell S">S Fretwell</name>
</author>
<author><name sortKey="Lucas, H" uniqKey="Lucas H">H Lucas</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Houston, A" uniqKey="Houston A">A Houston</name>
</author>
<author><name sortKey="Mcnamara, J" uniqKey="Mcnamara J">J McNamara</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Gaissmaier, W" uniqKey="Gaissmaier W">W Gaissmaier</name>
</author>
<author><name sortKey="Schooler, Lj" uniqKey="Schooler L">LJ Schooler</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Schwarz, G" uniqKey="Schwarz G">G Schwarz</name>
</author>
</analytic>
</biblStruct>
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</author>
<author><name sortKey="Barker, Rj" uniqKey="Barker R">RJ Barker</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Jeanson, R" uniqKey="Jeanson R">R Jeanson</name>
</author>
<author><name sortKey="Ratnieks, Flw" uniqKey="Ratnieks F">FLW Ratnieks</name>
</author>
<author><name sortKey="Deneubourg, Jl" uniqKey="Deneubourg J">JL Deneubourg</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Ward, Ajw" uniqKey="Ward A">AJW Ward</name>
</author>
<author><name sortKey="Herbert Read, Je" uniqKey="Herbert Read J">JE Herbert-Read</name>
</author>
<author><name sortKey="Sumpter, Djt" uniqKey="Sumpter D">DJT Sumpter</name>
</author>
<author><name sortKey="Krause, J" uniqKey="Krause J">J Krause</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Bousquet, Cah" uniqKey="Bousquet C">CAH Bousquet</name>
</author>
<author><name sortKey="Sumpter, Djt" uniqKey="Sumpter D">DJT Sumpter</name>
</author>
<author><name sortKey="Manser, Mb" uniqKey="Manser M">MB Manser</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Marshall, Ja" uniqKey="Marshall J">JA Marshall</name>
</author>
<author><name sortKey="Bogacz, R" uniqKey="Bogacz R">R Bogacz</name>
</author>
<author><name sortKey="Dornhaus, A" uniqKey="Dornhaus A">A Dornhaus</name>
</author>
<author><name sortKey="Planque, R" uniqKey="Planque R">R Planqué</name>
</author>
<author><name sortKey="Kovacs, T" uniqKey="Kovacs T">T Kovacs</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Couzin, Id" uniqKey="Couzin I">ID Couzin</name>
</author>
</analytic>
</biblStruct>
<biblStruct><analytic><author><name sortKey="Couzin, Id" uniqKey="Couzin I">ID Couzin</name>
</author>
<author><name sortKey="Krause, J" uniqKey="Krause J">J Krause</name>
</author>
<author><name sortKey="James, R" uniqKey="James R">R James</name>
</author>
<author><name sortKey="Ruxton, Gd" uniqKey="Ruxton G">GD Ruxton</name>
</author>
<author><name sortKey="Franks, Nr" uniqKey="Franks N">NR Franks</name>
</author>
</analytic>
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