References

Ahumada, Jorge A., Eric Fegraus, Tanya Birch, Nicole Flores, Roland Kays, Timothy G. O’Brien, Jonathan Palmer, et al. 2019. “Wildlife Insights: A Platform to Maximize the Potential of Camera Trap and Other Passive Sensor Wildlife Data for the Planet.” Journal Article. Environmental Conservation 47 (1): 1–6. https://doi.org/10.1017/S0376892919000298.

Bache, Stefan Milton, and Hadley Wickham. 2020. Magrittr: A Forward-Pipe Operator for R. https://CRAN.R-project.org/package=magrittr.

Beery, Sara, Dan Morris, and Siyu Yang. 2019. “Efficient Pipeline for Camera Trap Image Review.” arXiv Preprint arXiv:1907.06772.

Greenberg, Saul. 2020. “Timelapse 2.0 User Guide.” Computer Program. Greenberg Consulting Inc. / University of Calgary.

Greenberg, Saul, Theresa Godin, and Jesse Whittington. 2019. “Design Patterns for Wildlife-Related Camera Trap Image Analysis.” Journal Article. Ecology and Evolution 9 (24): 13706–30. https://doi.org/10.1002/ece3.5767.

Henry, Lionel, and Hadley Wickham. 2020. Purrr: Functional Programming Tools. https://CRAN.R-project.org/package=purrr.

Initiatives, Wildlife Insights. 2021. “Initiatives. Wildlife Insights Getting Started Guide.” Web Page. https://www.wildlifeinsights.org/get-started/basics/initiatives.

Kuhn, Max. 2021. Caret: Classification and Regression Training. https://CRAN.R-project.org/package=caret.

Kuhn, Max, and Davis Vaughan. 2021. Yardstick: Tidy Characterizations of Model Performance. https://CRAN.R-project.org/package=yardstick.

Müller, Kirill. 2017. Here: A Simpler Way to Find Your Files. https://CRAN.R-project.org/package=here.

R Core Team. 2021. R: A Language and Environment for Statistical Computing. Vienna, Austria: R Foundation for Statistical Computing. https://www.R-project.org/.

Schneider, Stefan, Saul Greenberg, Graham W Taylor, and Stefan C Kremer. 2020. “Three Critical Factors Affecting Automated Image Species Recognition Performance for Camera Traps.” Journal Article. Ecology and Evolution 10 (7): 3503–17. https://doi.org/10.1002/ece3.6147.

Scotson, Lorraine, Lisa R Johnston, Fabiola Iannarilli, Oliver R Wearn, Jayasilan Mohd-Azlan, Wai Ming Wong, Thomas NE Gray, et al. 2017. “Best Practices and Software for the Management and Sharing of Camera Trap Data for Small and Large Scales Studies.” Remote Sensing in Ecology and Conservation 3 (3). Wiley Online Library: 158–72.

Sokolova, Marina, and Guy Lapalme. 2009. “A Systematic Analysis of Performance Measures for Classification Tasks.” Journal Article. Information Processing & Management 45 (4): 427–37. https://doi.org/https://doi.org/10.1016/j.ipm.2009.03.002.

Tabak, Michael A., Mohammad S. Norouzzadeh, David W. Wolfson, Erica J. Newton, Raoul K. Boughton, Jacob S. Ivan, Eric A. Odell, et al. 2020. “Improving the Accessibility and Transferability of Machine Learning Algorithms for Identification of Animals in Camera Trap Images: MLWIC2.” Journal Article. Ecology and Evolution n/a (n/a). https://doi.org/10.1002/ece3.6692.

Tabak, Michael A., Mohammad S. Norouzzadeh, David W. Wolfson, Steven J. Sweeney, Kurt C. Vercauteren, Nathan P. Snow, Joseph M. Halseth, et al. 2018. “Machine Learning to Classify Animal Species in Camera Trap Images: Applications in Ecology.” Journal Article. Methods in Ecology and Evolution 10 (4): 585–90. https://doi.org/10.1111/2041-210x.13120.

Wickham, Hadley. 2017. Tidyverse: Easily Install and Load the ’Tidyverse’. https://CRAN.R-project.org/package=tidyverse.

Wickham, Hadley, Winston Chang, Lionel Henry, Thomas Lin Pedersen, Kohske Takahashi, Claus Wilke, and Kara Woo. 2018. Ggplot2: Create Elegant Data Visualisations Using the Grammar of Graphics. https://CRAN.R-project.org/package=ggplot2.

Wickham, Hadley, Romain François, Lionel Henry, and Kirill Müller. 2019. Dplyr: A Grammar of Data Manipulation. https://CRAN.R-project.org/package=dplyr.

Wickham, Hadley, and Lionel Henry. 2018. Tidyr: Easily Tidy Data with ’Spread()’ and ’Gather()’ Functions. https://CRAN.R-project.org/package=tidyr.