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Interaction ruling animal collective behavior depends on topological rather than metric distance: evidence from a field study

Ballerini, M.; Cabibbo, N.; Candelier, R.; Cavagna, A.; Cisbani, E.; Giardina, I.

Proceedings of the National Academy of Sciences, 2008

Peer-reviewedfield observationwild

Wild starling flocks were photographed simultaneously by synchronised cameras at known separations, and the three-dimensional position of every bird reconstructed by stereo matching. The spatial distribution of each bird’s neighbours was then analysed to determine whether interaction range is better described by a fixed distance or by a fixed number of neighbours.

Studied in
Sturnus vulgaris
Sample size
thousands of individual birds reconstructed in 3D across flocks

The angular structure of neighbour positions was anisotropic out to a roughly fixed number of nearest neighbours — approximately six or seven — rather than out to a fixed distance, and this held as flock density varied.

What it means

The authors' reading, and ours. Where they differ, that difference is the point.

How the authors put it

Birds interact with a fixed number of neighbours regardless of how far away they are, which the authors term topological rather than metric interaction.

How NatureHQ reads it

The result that makes the flock’s behaviour make sense. If a bird tracked everything within a set distance, a flock that spread out would lose cohesion exactly when a predator forced it to spread. Counting neighbours instead of measuring distance makes the group robust to changes in density, which is precisely when robustness matters.

  • One species, and flocks recorded over one city.
  • The reconstruction establishes what the interaction range is, not what sensory mechanism implements it.
  • Photographing a flock from two places at once

    Does a bird in a flock respond to everything within a certain distance, or to a certain number of nearest neighbours?

What this study is used for on NatureHQ

One study can inform several subjects. Here is everywhere this one is cited.

Published by: Proceedings of the National Academy of SciencesPublished in PNAS.

doi.org/10.1073/pnas.0711437105

Checked against Crossref on 2026-09-28, and they agree on the title, the authors and the year.

NatureHQ summarises research in its own words and does not reproduce published text. Reviewed 2026-09-03.