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Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty
Brady W. Allred, Brandon T. Bestelmeyer, Chad S. Boyd, Christopher Brown, Kirk W. Davies, Lisa M. Ellsworth, Tyler A. Erickson, Samuel D. Fuhlendorf, Timothy V. Griffiths, Vincent Jansen, Matthew O. Jones, Jason Karl, Jeremy D. Maestas, Jonathan J. Maynard, Sarah E. McCord, David E. Naugle, Heath D. Starns, Dirac Twidwell, Daniel R. Uden
doi: https://doi.org/10.1101/2020.06.10.142489
Brady W. Allred
1W.A. Franke College of Forestry and Conservation, University of Montana, Missoula, MT, 59812, USA
2Numerical Terradynamic Simulation Group, University of Montana, Missoula, MT 59812, USA
Brandon T. Bestelmeyer
3Jornada Experimental Range, USDA Agricultural Research Service, Las Cruces, NM 88003, USA
Chad S. Boyd
4Eastern Oregon Agricultural Research Center, USDA Agricultural Research Service, Burns, OR 97720 USA
Christopher Brown
5Google, Inc., Mountain View, CA 94043, USA
Kirk W. Davies
4Eastern Oregon Agricultural Research Center, USDA Agricultural Research Service, Burns, OR 97720 USA
Lisa M. Ellsworth
6Fisheries and Wildlife Department, Oregon State University, Corvallis, Oregon 97331 USA
Tyler A. Erickson
5Google, Inc., Mountain View, CA 94043, USA
Samuel D. Fuhlendorf
7Natural Resource Ecology and Management, Oklahoma State University, Stillwater, OK 74078, USA
Timothy V. Griffiths
8USDA Natural Resources Conservation Service, Landscape Initiatives Team, Bozeman, MT 59715, USA
Vincent Jansen
9Department of Forest, Rangeland, and Fire Sciences, University of Idaho, Moscow, ID 83844, USA
Matthew O. Jones
2Numerical Terradynamic Simulation Group, University of Montana, Missoula, MT 59812, USA
Jason Karl
9Department of Forest, Rangeland, and Fire Sciences, University of Idaho, Moscow, ID 83844, USA
Jeremy D. Maestas
10USDA Natural Resources Conservation Service, West National Technology Support Center, Portland, OR 97232, USA
Jonathan J. Maynard
11Sustainability Innovation Lab at Colorado, University of Colorado at Boulder, Boulder, CO 80309, USA
Sarah E. McCord
3Jornada Experimental Range, USDA Agricultural Research Service, Las Cruces, NM 88003, USA
David E. Naugle
1W.A. Franke College of Forestry and Conservation, University of Montana, Missoula, MT, 59812, USA
Heath D. Starns
12Texas AgriLife Research, Texas A&M University, Sonora, TX 76950 USA
Dirac Twidwell
13Department of Agronomy and Horticulture, University of Nebraska–Lincoln, Lincoln, NE 68588, USA
Daniel R. Uden
13Department of Agronomy and Horticulture, University of Nebraska–Lincoln, Lincoln, NE 68588, USA
Article usage
Posted June 12, 2020.
Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty
Brady W. Allred, Brandon T. Bestelmeyer, Chad S. Boyd, Christopher Brown, Kirk W. Davies, Lisa M. Ellsworth, Tyler A. Erickson, Samuel D. Fuhlendorf, Timothy V. Griffiths, Vincent Jansen, Matthew O. Jones, Jason Karl, Jeremy D. Maestas, Jonathan J. Maynard, Sarah E. McCord, David E. Naugle, Heath D. Starns, Dirac Twidwell, Daniel R. Uden
bioRxiv 2020.06.10.142489; doi: https://doi.org/10.1101/2020.06.10.142489
Improving Landsat predictions of rangeland fractional cover with multitask learning and uncertainty
Brady W. Allred, Brandon T. Bestelmeyer, Chad S. Boyd, Christopher Brown, Kirk W. Davies, Lisa M. Ellsworth, Tyler A. Erickson, Samuel D. Fuhlendorf, Timothy V. Griffiths, Vincent Jansen, Matthew O. Jones, Jason Karl, Jeremy D. Maestas, Jonathan J. Maynard, Sarah E. McCord, David E. Naugle, Heath D. Starns, Dirac Twidwell, Daniel R. Uden
bioRxiv 2020.06.10.142489; doi: https://doi.org/10.1101/2020.06.10.142489
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