UID:
almahu_9949285160902882
Umfang:
VIII, 336 p.
,
online resource.
Ausgabe:
1st ed. 2006.
ISBN:
9783540357308
Inhalt:
Spatial analysis has been in existence for a long time. More recently, GeoComputation - a new computationally intensive paradigm - is changing research practice in spatial analysis. Coupled with improvements in data availability and increases in computer memory and speed, novel perspectives and techniques from the field of computational intelligence give rise to new types of geocomputational concepts, models, and techniques in spatial analysis. 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. The first sets the context by dealing with broad issues related with spatial analysis and the role of GIS. The second relates to computational intelligence technologies such as neural networks that provide a new style of performing spatial modelling and analysis tasks in geography and other spatial sciences. The third part provides the theoretical framework required and displays the efficient use of various adaptive pattern classifiers in remote sensing environments. The final part outlines the latest, most significant developments in neural spatial interaction modelling. The book should be read by all who seek to use geocomputational models and techniques for solving real world problems. Manfred M. Fischer is Professor in Economic Geography and GIScience at the Vienna University of Economics and Business Administration, Austria. .
Anmerkung:
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.
In:
Springer Nature eBook
Weitere Ausg.:
Printed edition: ISBN 9783540826088
Weitere Ausg.:
Printed edition: ISBN 9783642071393
Weitere Ausg.:
Printed edition: ISBN 9783540357292
Sprache:
Englisch
DOI:
10.1007/3-540-35730-0
URL:
https://doi.org/10.1007/3-540-35730-0
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