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A Dynamic Occupancy Model for Interacting Species with Two Spatial Scales

Author

Listed:
  • Eivind Flittie Kleiven

    (UiT - The Arctic University of Norway)

  • Frédéric Barraquand

    (CNRS and University of Bordeaux)

  • Olivier Gimenez

    (Université Montpellier, CNRS, EPHE, IRD)

  • John-André Henden

    (Institute of Marine Research)

  • Rolf Anker Ims

    (UiT - The Arctic University of Norway)

  • Eeva Marjatta Soininen

    (UiT - The Arctic University of Norway)

  • Nigel Gilles Yoccoz

    (UiT - The Arctic University of Norway)

Abstract

Occupancy models have been extended to account for either multiple spatial scales or species interactions in a dynamic setting. However, as interacting species (e.g., predators and prey) often operate at different spatial scales, including nested spatial structure might be especially relevant to models of interacting species. Here we bridge these two model frameworks by developing a multi-scale, two-species occupancy model. The model is dynamic, i.e. it estimates initial occupancy, colonization and extinction probabilities—including probabilities conditional to the other species’ presence. With a simulation study, we demonstrate that the model is able to estimate most parameters without marked bias under low, medium and high average occupancy probabilities, as well as low, medium and high detection probabilities, with only a small bias for some parameters in low-detection scenarios. We further evaluate the model’s ability to deal with sparse field data by applying it to a multi-scale camera trapping dataset on a mustelid-rodent predator–prey system. Most parameters are estimated with low uncertainty (i.e. narrow posterior distributions). More broadly, our model framework creates opportunities to explicitly account for the spatial structure found in many spatially nested study designs, and to study interacting species that have contrasting movement ranges with camera traps.Supplementary materials accompanying this paper appear online.

Suggested Citation

  • Eivind Flittie Kleiven & Frédéric Barraquand & Olivier Gimenez & John-André Henden & Rolf Anker Ims & Eeva Marjatta Soininen & Nigel Gilles Yoccoz, 2023. "A Dynamic Occupancy Model for Interacting Species with Two Spatial Scales," Journal of Agricultural, Biological and Environmental Statistics, Springer;The International Biometric Society;American Statistical Association, vol. 28(3), pages 466-482, September.
  • Handle: RePEc:spr:jagbes:v:28:y:2023:i:3:d:10.1007_s13253-023-00533-6
    DOI: 10.1007/s13253-023-00533-6
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    References listed on IDEAS

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    1. Kenneth F. Kellner & Arielle W. Parsons & Roland Kays & Joshua J. Millspaugh & Christopher T. Rota, 2022. "A Two-Species Occupancy Model with a Continuous-Time Detection Process Reveals Spatial and Temporal Interactions," Journal of Agricultural, Biological and Environmental Statistics, Springer;The International Biometric Society;American Statistical Association, vol. 27(2), pages 321-338, June.
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