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Artificial neural network (ANN) models are powerful statistical tools which are increasingly used in modeling complex ecological systems.
The discrete nature of CA enables integration with raster-based geospatial datasets in GIS, and can also be beneficial when modeling complex ecological processes that evolve over time.
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The tree migration model TreeMig is presented as an example for modeling a complex ecological system.
With regard to evidence, they need to know how to model complex systems and explain the dynamics of socio-ecological systems.
Measurement and/or process errors are often the only sources of uncertainty modeled when addressing complex ecological problems, yet analyses should also account for uncertainty in sampling design, in model specification, in parameters governing the specified model, and in initial and boundary conditions.
My successful application of structural equation modeling (path analysis) to complex ecological communities illustrates one approach I have taken (Wootton 1994b , 1995.
These results prove that simple models can inform complex ecological processes.
Focusing on Byrsonima subterranea, a rare plant of the cerrado biome in Brazil, considered probably extinct in the state of São Paulo, we used a combination of a simple environmental matching approach to locate extant populations in the state, and then a more complex ecological niche modeling approach to predict distribution of the species over a broader area.
The fitting of complex ecological models to data, especially when these models, as in the case of dynamic parasite transmission models, have a relatively large number of parameters with uncertain values, is notoriously difficult [ 16].
A significant practical challenge in applying complex ecological models is compilation of appropriate input data from a wide-variety of print and on-line media.
The particular lifestyle and 2 -fold symbiosis with fat body flavobacteria and hindgut flagellates make this family a complex ecological model for further interdisciplinary studies.
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