Spatial analysis and geocomputation : selected essays
著者
書誌事項
Spatial analysis and geocomputation : selected essays
Springer, c2006
- : softcover
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注記
Includes bibliographical references and indexes
内容説明・目次
内容説明
This volume contains selected essays of Manfred M. Fischer in the field of spatial analysis from the perspective of GeoComputation. The volume is structured in four parts, from broad issues in spatial analysis and the role of GIS to computational intelligence technologies such as neural networks. The third part provides the theoretical framework required for adaptive pattern classifiers in remote sensing environments. The final section outlines the latest in neural spatial interaction modeling.
目次
Spatial Analysis and GIS.- Spatial Analysis in Geography.- Spatial Interaction Models and the Role of Geographic Information Systems.- GIS and Network Analysis.- Expert Systems and Artificial Neural Networks for Spatial Analysis and Modelling.- Computational Intelligence in Spatial Data Analysis.- Computational Neural Networks - Tools for Spatial Data Analysis.- Artificial Neural Networks: A New Approach to Modelling Interregional Telecommunication Flows.- A Genetic-Algorithms Based Evolutionary Computational Neural Network for Modelling Spatial Interaction Data.- GeoComputation in Remote Sensing Environments.- Evaluation of Neural Pattern Classifiers for a Remote Sensing Application.- Optimisation in an Error Backpropagation Neural Network Environment with a Performance Test on a Spectral Pattern Classification Problem.- Fuzzy ARTMAP - A Neural Classifier for Multispectral Image Classification.- New Frontiers in Neural Spatial Interaction Modelling.- Neural Network Modelling of Constrained Spatial Interaction Flows.- Learning in Neural Spatial Interaction Models: A Statistical Perspective.- A Methodology for Neural Spatial Interaction Modelling.
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