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Titlebook: Spatial Analysis and GeoComputation; Selected Essays Manfred M. Fischer Book 2006 Springer-Verlag Berlin Heidelberg 2006 Adaptive pattern c

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Evaluation of Neural Pattern Classifiers for a Remote Sensing Applicationltispectral pattern classification task is to assign pixels to one of eight prespecified urban land use categories on a pixel-bypixel basis. The neural network classifiers used include two types of the Multi-Layer-Perceptron (MLP) and the Radial Basis Function Network. A normal (conventional) classi
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Fuzzy ARTMAP — A Neural Classifier for Multispectral Image Classificationl similarity between the computations of fuzzy subsets and the dynamics of category choice, search and learning. The contribution describes design features, system dynamics and simulation algorithms of this learning system, which is trained and tested for classification (with eight classes a priori
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Neural Network Modelling of Constrained Spatial Interaction Flowsacy of the model approach is demonstrated for the origin-constrained case of spatial interaction using Austrian interregional telecommunication traffic data. The model requires a global search procedure for parameter estimation, such as the Alopex procedure. A benchmark comparison against the standa
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Learning in Neural Spatial Interaction Models: A Statistical Perspectiveod function and the search space by the parameter space of an origin-constrained product unit neural spatial interaction model. We consider Alopex based global search, as opposed to local search based upon backpropagation of gradient descents, each in combination with the bootstrapping pairs approac
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Spatial Analysis in Geographyle 1). Spatial analysis involves spatial modelling, which includes models of location-allocation, spatial interaction, spatial choice and search, spatial optimisation, and space-time. This article concentrates on spatial data analysis, the heart of spatial analysis.
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Spatial Interaction Models and the Role of Geographic Information Systemschniques for the analysis of spatial flow data. Using the Spatial Interaction Modelling [SIM] software package as an example, the chapter suggests that in spatial interaction modelling GIS functionalities are especially useful in three steps of the modelling process: zone design, matrix building and visualisation.
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GIS and Network Analysisar networks. The chapter shifts attention also to network routing problems that have become prominent in GIS-T: the traveling-salesman problem, the vehicle-routing problem and the shortest-path problem with time windows, a problem that occurs as a subproblem in many time-constrained routing and scheduling issues of practical importance.
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