Novel computational methods in wildlife research
Many of our research projects require new computational methods for processing and evaluating the data obtained. We develop these analysis tools either ourselves or in cooperation with partners, and also make them available to third parties.
Duration: | since 09/2016 |
Third-party funded: | no |
Involved Department(s): | Dept Evolutionary Genetics |
Leibniz-IZW Project Leader(s): | Alexandre Courtiol (Dept Evolutionary Genetics) |
Leibniz-IZW Project Team: | Liam Bailey, Colin Vullioud (all: Dept Evolutionary Genetics) |
Consortium Partner(s): | - |
Current Funding Organisation: | - |
Research Foci: | Developing theories, methods, and tools |
Selection of already established methods and tools:
- camtrapR (https://cran.r-project.org/web/packages/camtrapR/index.html): a toolkit for the management and data extraction of camera trap photographs in wildlife studies
- IsoriX (https://cran.r-project.org/web/packages/IsoriX/index.html): a toolkit for building isoscapes using mixed models and inferring the geographic origin of organisms based on their isotopic ratios.
- spaMM (https://cran.r-project.org/web/packages/spaMM/index.html): a toolkit to efficiently fit linear models of varying complexity, including mixed models with spatial autocorrelation.
- torpor (https://github.com/vullioud/torpor): a toolkit to fit thermoregulatory curves in heterothermic endotherm animals, while assigning metabolic rate measurements to either the torpor or the euthermia state.
- timevarcorr (https://cran.r-project.org/web/packages/timevarcorr/index.html): a toolkit to compute how the correlation between 2 time-series changes over time.
2021: Presentation "Using R6 object-oriented programming to build agent-based models"
Selected Publications
Courtiol A, Rousset F, Rohwäder M-S, Soto DX, Lehnert LS, Voigt CC, Hobson KA, Wassenaar LI, Kramer-Schadt S (2019): Isoscape computation and inference of spatial origins with mixed models using the R package IsoriX. Tracking Animal Migration with Stable Isotopes (Eds. Hobson K & Wassenaar LI, Academic Press), Chapter 9, 207-236. doi:10.1016/B978-0-12-814723-8.00009-X.
Fasel N, Vullioud C, Genoud M (2022): Assigning metabolic rate measurements to torpor and euthermy in heterothermic endotherms: "torpor", a new package for R. BIOL OPEN 11, bio059064. doi:10.1242/bio.059064.
Rousset F, Gouy A, Martinez-Almoyna C, Courtiol A (2017): The summary likelihood method and its implementation in the Infusion package. MOL ECOL RESOUR 17, 110-119. doi:10.1111/1755-0998.12627.
Niedballa J, Sollmann R, Courtiol A, Wilting A (2016): camtrapR: An R package for efficient camera trap data management. METHODS ECOL EVOL 7, 1457-1462. doi:10.1111/2041-210X.12600.