Complex Region Spatial Smoother (CReSS)
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Conventional smoothing over complicated coastal and island regions may result in errors across boundaries, due to the use of Euclidean distances to represent inter-point similarity. The new Complex Region Spatial Smoother (CReSS) method presented here, uses estimated geodesic distances, model averaging and a local radial basis function to provide improved smoothing over complex domains. CReSS is compared, via simulation, to recent related smoothing techniques, Thin Plate Splines (TPS, Harder and Desmarais, 1972), geodesic low rank TPS [Wang and Ranalli, 2007] and the Soap film smoother [Wood et al., 2008]. The GLTPS method cannot be used in areas with islands and SOAP can be hard to parameterize. CReSS is comparable with, if not better than, all considered methods on a range of simulations. Supplementary materials for this article are available online.
Scott Hayward , L A S , MacKenzie , M L , Donovan , C R , Walker , C & Ashe , E 2011 , Complex Region Spatial Smoother (CReSS) . CREEM Technical Report , no. 2011-2 , University of St Andrews .
This work is supported with funding from NERC UK
- University of St Andrews Research
- Biology Research
- Mathematics & Statistics Research
- Statistics Research
- Centre for Research into Ecological & Environmental Modelling (CREEM) Research
- Scottish Oceans Institute Research
- Centre for Research into Ecological & Environmental Modelling (CREEM) Technical report series
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