Senior Research Associate
Applied Statistics • Machine Learning
I help develop statistical models and data products to understand the broad-scale patterns of species’ distributions using data from the citizen scientist project eBird.
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Gudex-Cross, D., S. R. Keyser, B. Zuckerberg, D. Fink, L. Zhu, J. N. Pauli, and V. C. Radeloff (2021). Winter Habitat Indices (WHIs) for the contiguous US and their relationship with winter bird diversity. Remote Sensing of Environment 255:112309.
Zhao, W., S. Kong, J. Bai, D. Fink, and C. Gomes (2021). HOT-VAE: Learning high-order label correlation for multi-label classification via attention-based variational autoencoders. arXiv:2103.06375.
Johnston, A., W. M. Hochachka, M. E. Strimas-Mackey, V. Ruiz-Gutiérrez, O. J. Robinson, E. Miller, T. Auer, S. Kelling, and D. Fink (2021). [In Press] Analytical guidelines to increase the value of eBird data to estimate species occurrence. Diversity and Distributions.
Ruiz-Gutierrez, V., E. R. Bjerre, M. C. Otto, G. S. Zimmerman, B. A. Millsap, D. Fink, E. F. Stuber, M. Strimas, and O. J. Robinson (2021). [In Press] A pathway for citizen science data to inform policy: A case study using eBird data for defining low‐risk collision areas for wind energy development. Journal of Applied Ecology.
Robinson, O. J., V. Ruiz-Gutierrez, M. D. Reynolds, G. H. Golet, M. E. Strimas-Mackey, and D. Fink (2020). Integrating citizen science data with expert surveys increases accuracy and spatial extent of species distribution models. Diversity and Distributions 26:976–986.
Cohen, J. M., D. Fink, and B. Zuckerberg (2020). Avian responses to extreme weather across functional traits and temporal scales. Global Change Biology 26:4240–4250.
Fink, D., T. Auer, A. Johnston, V. Ruiz‐Gutierrez, W. M. Hochachka, and S. Kelling (2020). Modeling avian full annual cycle distribution and population trends with citizen science data. Ecological Applications 30:e02056.
Johnston, A., T. Auer, D. Fink, M. Strimas‐Mackey, M. Iliff, K. V. Rosenberg, S. Brown, R. Lanctot, A. D. Rodewald, and S. Kelling (2020). Comparing abundance distributions and range maps in spatial conservation planning for migratory species. Ecological Applications 30:e02058.
Johnston, A., N. Moran, A. Musgrove, D. Fink, and S. R. Baillie (2020). Estimating species distributions from spatially biased citizen science data. Ecological Modelling 422:108927.
Klingbeil, B. T., F. A. La Sorte, C. A. Lepczyk, D. Fink, and C. H. Flather (2020). Geographical associations with anthropogenic noise pollution for North American breeding birds. Global Ecology and Biogeography 29:148–158.
Coleman, T., L. Mentch, D. Fink, F. A. La Sorte, D. W. Winkler, G. Hooker, and W. M. Hochachka (2020). Statistical inference on Tree Swallow migration with random forests. Journal of the Royal Society of Statistics: Series C (Applied Statistics) 69:973–989.
Cardoso, G. C., B. T. Klingbeil, F. A. La Sorte, C. A. Lepczyk, D. Fink, and C. H. Flather (2020). Exposure to noise pollution across North American passerines supports the noise filter hypothesis. Global Ecology and Biogeography 29:1430–1434.
Gomes, C., T. Dietterich, C. Barrett, J. Conrad, B. Dilkina, S. Ermon, F. Fang, A. Farnsworth, A. Fern, X. Fern, D. Fink, et al. (2019). Computational sustainability: computing for a better world and a sustainable future. Communications of the ACM 62:56–65.
Johnston, A., W. Hochachka, M. Strimas-Mackey, V. R. Gutierrez, O. Robinson, E. Miller, T. Auer, S. Kelling, and D. Fink (2019). Best practices for making reliable inferences from citizen science data: Case study using eBird to estimate species distributions. bioRxiv. https://doi.org/10.1101/574392
Kelling, S., A. Johnston, A. Bonn, D. Fink, V. Ruiz-Gutierrez, R. Bonney, M. Fernandez, W. M. Hochachka, R. Julliard, R. Kraemer, and R. Guralnick (2019). Using Semistructured Surveys to Improve Citizen Science Data for Monitoring Biodiversity. BioScience 69:170–179.
Schuster, R., S. Wilson, A. D. Rodewald, P. Arcese, D. Fink, T. Auer, and Joseph. R. Bennett (2019). Optimizing the conservation of migratory species over their full annual cycle. Nature Communications 10:1754.
La Sorte, F. A., D. Fink, and A. Johnston (2019). Time of emergence of novel climates for North American migratory bird populations. Ecography 42:1079–1091.
Horton, K. G., B. M. Van Doren, F. A. La Sorte, E. B. Cohen, H. L. Clipp, J. J. Buler, D. Fink, J. F. Kelly, and A. Farnsworth (2019). Holding steady: Little change in intensity or timing of bird migration over the Gulf of Mexico. Global Change Biology 25:1106–1118.
Robinson, O. J., V. Ruiz-Gutierrez, D. Fink, R. J. Meese, M. Holyoak, and E. G. Cooch (2019). [In press] Using citizen science data in integrated population models to inform conservation decision-making. Biological Conservation.
Horton, K. G., B. M. Van Doren, F. A. La Sorte, D. Fink, D. Sheldon, A. Farnsworth, and J. F. Kelly (2018). Navigating north: How body mass and winds shape avian flight behaviours across a North American migratory flyway. Ecology Letters 21:1055–1064.
Robinson, O. J., V. Ruiz-Gutierrez, D. Fink, R. J. Meese, M. Holyoak, and E. G. Cooch (2018). Using citizen science data in integrated population models to inform conservation. Biological Conservation 227:361–368.
Dokter, A. M., A. Farnsworth, D. Fink, V. Ruiz-Gutierrez, W. M. Hochachka, F. A. La Sorte, O. J. Robinson, K. V. Rosenberg, and S. Kelling (2018). Seasonal abundance and survival of North America's migratory avifauna determined by weather radar. Nature Ecology & Evolution 2:1603–1609.
La Sorte, F. A., D. Fink, and A. Johnston (2018). Seasonal associations with novel climates for North American migratory bird populations. Ecology Letters 21:845–856.
Johnston, A., D. Fink, W. M. Hochachka, and S. Kelling (2018). Estimates of observer expertise improve species distributions from citizen-science data. Methods in Ecology and Evolution 9:88–97.
Cherel, N., J. Reesman, A. Sahuguet, T. Auer, and D. Fink (2017). "Birds in the Clouds": Adventures in Data Engineering. arXiv:1710.08521 [cs].
Chen, D., Y. Xue, D. Fink, S. Chen, and C. P. Gomes (2017). Deep Multi-Species Embedding. Proceedings of the Twenty-Sixth International Joint Conference on Artificial Intelligence (IJCAI-17). pp. 3639–3646.
La Sorte, F. A., D. Fink, P. J. Blancher, A. D. Rodewald, V. Ruiz-Gutierrez, K. V. Rosenberg, W. M. Hochachka, P. H. Verburg, and S. Kelling (2017). Global change and the distributional dynamics of migratory bird populations wintering in Central America. Global Change Biology 23:5284–5296.
La Sorte, F. A., D. Fink, J. J. Buler, A. Farnsworth, and S. A. Cabrera-Cruz (2017). Seasonal associations with urban light pollution for nocturnally migrating bird populations. Global Change Biology 23:4603–4619.
Sullivan, B. L., T. Phillips, A. A. Dayer, C. L. Wood, A. Farnsworth, M. J. Iliff, I. J. Davies, A. Wiggins, D. Fink, W. M. Hochachka, A. D. Rodewald, et al. (2017). Using open access observational data for conservation action: A case study for birds. Biological Conservation 208:5–14.
Reynolds, M. D., B. L. Sullivan, E. Hallstein, S. Matsumoto, S. Kelling, M. Merrifield, D. Fink, A. Johnston, W. M. Hochachka, N. E. Bruns, M. E. Reiter, et al. (2017). Dynamic conservation for migratory species. Science Advances 3:e1700707.
La Sorte, F. A., and D. Fink (2017). Projected changes in prevailing winds for transatlantic migratory birds under global warming. Journal of Animal Ecology 86:273–284.
La Sorte, F. A., and D. Fink (2017). Migration distance, ecological barriers and en-route variation in the migratory behaviour of terrestrial bird populations. Global Ecology and Biogeography 26:216–227.
La Sorte, F. A., D. Fink, W. M. Hochachka, and S. Kelling (2016). Convergence of broad-scale migration strategies in terrestrial birds. Proceedings of the Royal Society B: Biological Sciences 283:20152588.
Zuckerberg, B., D. Fink, F. A. La Sorte, W. M. Hochachka, and S. Kelling (2016). Novel seasonal land cover associations for eastern North American forest birds identified through dynamic species distribution modelling. Diversity and Distributions 22:717–730.
Xue, Y., I. Davies, D. Fink, C. Wood, and C. P. Gomes (2016). Avicaching: a two-stage game for bias reduction in citizen science. Proceedings of the 2016 International Conference on Autonomous Agents & Multiagent Systems. International Foundation for Autonomous Agents and Multiagent Systems, pp. 776–785.
La Sorte, F. A., W. M. Hochachka, A. Farnsworth, D. Sheldon, B. M. V. Doren, D. Fink, and S. Kelling (2015). Seasonal changes in the altitudinal distribution of nocturnally migrating birds during autumn migration. Royal Society Open Science 2:150347.
Kelling, S., D. Fink, F. A. La Sorte, A. Johnston, N. E. Bruns, and W. M. Hochachka (2015). Taking a “Big Data” approach to data quality in a citizen science project. Ambio 44 Suppl 4:601–611.
Kelling, S., A. Johnston, W. M. Hochachka, M. Iliff, D. Fink, J. Gerbracht, C. Lagoze, F. A. La Sorte, T. Moore, A. Wiggins, W.-K. Wong, et al. (2015). Can observation skills of citizen scientists be estimated using species accumulation curves? PLOS ONE 10:e0139600.
La Sorte, F. A., D. Fink, W. M. Hochachka, J. L. Aycrigg, K. V. Rosenberg, A. D. Rodewald, N. E. Bruns, A. Farnsworth, B. L. Sullivan, C. Wood, and S. Kelling (2015). Documenting stewardship responsibilities across the annual cycle for birds on U.S. public lands. Ecological Applications 25:39–51.
Johnston, A., D. Fink, M. D. Reynolds, W. M. Hochachka, B. L. Sullivan, N. E. Bruns, E. Hallstein, M. S. Merrifield, S. Matsumoto, and S. Kelling (2015). Abundance models improve spatial and temporal prioritization of conservation resources. Ecological Applications 25:1749–1756.
La Sorte, F. A., W. M. Hochachka, A. Farnsworth, D. Sheldon, D. Fink, J. Geevarghese, K. Winner, B. M. Van Doren, and S. Kelling (2015). Migration timing and its determinants for nocturnal migratory birds during autumn migration. Journal of Animal Ecology 84:1202–1212.
Fink, D., T. Damoulas, N. E. Bruns, F. A. La Sorte, W. M. Hochachka, C. P. Gomes, and S. Kelling (2014). Crowdsourcing Meets Ecology: Hemisphere-Wide Spatiotemporal Species Distribution Models. AI Magazine 35:19–30.
La Sorte, F. A., D. Fink, W. M. Hochachka, A. Farnsworth, A. D. Rodewald, K. V. Rosenberg, B. L. Sullivan, D. W. Winkler, C. Wood, and S. Kelling (2014). The role of atmospheric conditions in the seasonal dynamics of North American migration flyways. Journal of Biogeography 41:1685–1696.
La Sorte, F. A., D. Fink, W. M. Hochachka, J. P. DeLong, and S. Kelling (2013). Population-level scaling of avian migration speed with body size and migration distance for powered fliers. Ecology 94:1839–1847.