Computational neural networks: A new paradigm for spatial analysis

Environment and Planning A

Volumn 30, Issue 10, 1998, Pages 1873-1891

  Fischer, M M ^a,b  

^a VIENNA UNIVERSITY OF ECONOMICS AND BUSINESS   (Austria)

^b ERICH SCHMID INSTITUTE OF MATERIALS SCIENCE   (Austria)

Author keywords

Austria; Computer system; Modeling; Spatial analysis

Indexed keywords

COMPUTER SYSTEM; MODELING; SPATIAL ANALYSIS;

AUSTRIA;

EID: 0032458753     PISSN: 0308518X     EISSN: None     Source Type: Journal    
DOI: 10.1068/a301873     Document Type: Article

References (18)

1. Birkin M, Clarke M, George F, 1995, "The use of parallel computers to solve nonlinear spatial optimisation problems: an application to network planning" Environment and Planning A 27 1049-1068
2. Burrough P, Craglia M, Masser I, Salgé F, 1997, "Geographic information: the European dimension", position statement from the European Science Foundation's GISDATA Programme; URL: http://www.shef.ac.uk/uni/academic/D-H/gis/policy.html
3. Carpenter G A, Grossberg S, 1987a, "A massively parallel architecture for a self-organizing neural pattern recognition machine" Computer Vision, Graphics, and Image Processing 37 54-115
4. Carpenter G A, Grossberg S, 1987b, "ART 2: stable self-organizing of pattern recognition codes for analog input patterns" Applied Optics 26 4919-4930
5. Carpenter G A, Grossberg S, Reynolds, 1991a, "ARTMAP supervised real-time learning and classification of nonstationary data by a self-organizing neural network" Neural Networks 4 565-588
6. Carpenter G A, Grossberg S, Rosen D B, 1991b, "Fuzzy ART stable learning and categorization of analog patterns by an adaptive resonance system" Neural Networks 4 759-771
7. Fischer M M, 1995, "Fundamentals in neurocomputing", in Recent Developments in Spatial Information. Modelling and Processing Eds M M Fischer, T T Sikos, L Bassa (Geomarket, Budapest) pp 31-41
8. Fischer M M, Gopal S, 1993, "Neurocomputing - a new paradigm for geographic information processing" Environment and Planning A 25 757-760
9. Fischer M M, Gopal S, 1994, "Artificial neural networks: a new approach to modelling interregional telecommunication flows" Journal of Regional Science 34 503-527
10. Fischer M M, Gopal S, 1996, "Spectral pattern recognition and fuzzy ARTMAP: design features, system dynamics and real world simulations", in Proceedings of EUFIT'9, Fourth European Congress on Intelligent Technologies and Soft Computing (Elite Foundation, Aachen) pp 1664-1668
11. Fischer M M, Staufer P, 1997, "Optimization in a backpropagation neural network environment: with a performance test on a real world pattern classification problem", WSG-DP-60, Department of Economic and Social Geography, WU-Wien; copy available from author
12. Fischer M M, Gopal S, Staufer P, Steinnocher K, 1994, "Evaluation of neural pattern classifiers for a remote sensing application", paper presented at the 34th European Congress of the Regional Science Association, Groningen, August; to be published in 1997 Geographical Systems 4(3)
13. Gallant S I, 1995 Neural Network Learning and Expert Systems (MIT Press, Cambridge, MA)
14. Gopal S, Fischer M M, 1996, "Learning in single hidden-layer feedforward network models" Geographical Analysis 28 (1) 38-55
15. Gopal S, Fischer M M, 1997, "Fuzzy ARTMAP - a neural classifier for multispectral image classification", in Recent Developments in Spatial Analysis Eds M M Fischer, A Getis (Springer, Berlin) pp 306-335
16. Grossberg S, 1976a, "Adaptive pattern classification and universal recoding, I: parallel development and coding of neural feature detectors" Biological Cybernetics 23 121-134
17. Grossberg S, 1976b, "Adaptive pattern classification and universal receding, II: feedback, expectation, olfaction and illusion" Biological Cybernetics 23 187-202
18. Haining R P, 1994, "Designing spatial data analysis modules for geographical information systems", in Spatial Analysis and GIS Eds S Fotheringham, P Rogerson (Taylor and Francis, London) pp 45-63