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Useful techniques of validation for spatially explicit land-change models

Ecological Modelling · 2004 · Vol. 179(4) · pp. 445–461
Robert Gilmore PontiusDiana HuffakerKevin Denman
Land Use and Ecosystem ServicesEconomic and Environmental ValuationRemote Sensing in AgricultureNull modelNull (SQL)Scale (ratio)Land coverComputer scienceNull hypothesisSet (abstract data type)WatershedGoodness of fitLand use

Funding

  • National Science Foundation
  • Carnegie Mellon University
Citations
425
FWCI
13.62
field-weighted impact
References
53
Percentile
99%
vs. same field & year
Citations per year
References
Cellular automata models for vegetation dynamics
Ecological Modelling · 1998 · 509 citations
Predicting land-use change
Agriculture Ecosystems & Environment · 2001 · 952 citations
Testing ecological models: the meaning of validation
Ecological Modelling · 1996 · 1,276 citations
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