Opening the black box: an open‐source release of Maxent
American Museum of Natural History · The Graduate Center, CUNY · +4 more institutions
Abstract
This software note announces a new open‐source release of the Maxent software for modeling species distributions from occurrence records and environmental data, and describes a new R package for fitting such models. The new release (ver. 3.4.0) will be hosted online by the American Museum of Natural History, along with future versions. It contains small functional changes, most notably use of a complementary log‐log (cloglog) transform to produce an estimate of occurrence probability. The cloglog transform derives from the recently‐published interpretation of Maxent as an inhomogeneous Poisson process (IPP), giving it a stronger theoretical justification than the logistic transform which it replaces by…
Citation impact
- FWCI
- 104.78
- Percentile
- 100%
- References
- 39
Authors
5- SJSteven J. PhillipsCorresponding
American Museum of Natural History
- RPRobert P. Anderson
The Graduate Center, CUNY, City College of New York, American Museum of Natural History, City University of New York
- MDMiroslav Dudı́k
Microsoft (United States), Microsoft Research New York City (United States)
- RERobert E. Schapire
Microsoft (United States), Microsoft Research New York City (United States)
- MEMary E. Blair
American Museum of Natural History
Topics & keywords
- Software
- Exponential family
- Computer science
- Black box
- Open source
- R package
- Poisson distribution
- Open source software
- Life in Land