Similarity in spatial utilization distributions measured by the earth mover's distance

Bart Kranstauber*, Marco Smolla, Kamran Safi

*Corresponding author for this work

    Research output: Contribution to journalArticlepeer-review

    Abstract

    Estimating the similarity in space use (spatio-temporal home range overlap) of animals is important for many questions regarding behavioural ecology, wildlife management and conservation. The current methods that calculate joint space use generally do not account for proximity in space use, as all of them rely on the differences between the exact spatial overlay of utilization distributions, while spatial distances between distributions should be considered to truly quantify similarity. We implemented the earth mover's distance (EMD), a spatially explicit method, that quantifies similarity between utilization distributions by calculating the effort it takes to shape one utilization distribution landscape into another, hence EMD. The EMD is a method commonly used in image retrieval applications, and we propose its use to calculate similarity in space use in the framework of movement ecology. We show that the EMD is a consistent and useful as well as versatile measure of overlap and provide an easy to use implementation in the r package move.

    Original languageEnglish
    Pages (from-to)155-160
    Number of pages6
    JournalMethods in Ecology and Evolution
    Volume8
    Issue number2
    Early online date6 Oct 2016
    DOIs
    Publication statusPublished - 11 Feb 2017

    Keywords

    • GPS tracking
    • Movement ecology
    • Utilization distribution overlap

    Fingerprint

    Dive into the research topics of 'Similarity in spatial utilization distributions measured by the earth mover's distance'. Together they form a unique fingerprint.

    Cite this