Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Eine Plattform für die Wissenschaft: Bauingenieurwesen, Architektur und Urbanistik
Empowering a GIS with inductive learning capabilities: the case of INGENS☆ A first version of this paper appeared in the Proceedings of the International Workshop on Emerging Technologies for Geo-Based Applications, Ascona, Switzerland, 22–25 May 2000.
AbstractInformation given in topographic map captions or in GIS models is often insufficient to recognize interesting geographical patterns. Some prototypes of GIS have already been extended with a knowledge-base and some reasoning capabilities to support sophisticated map interpretation processes. Nevertheless, the acquisition of the necessary knowledge is still a demanding task for which machine learning techniques can be of great help. This paper presents INGENS, a prototypical GIS which integrates machine learning tools to assist users in the task of topographic map interpretation. The system can be trained to learn operational definitions of geographical objects that are not explicitly modeled in the database. INGENS has been applied to the task of Apulian map interpretation in order to discover geographic knowledge of interest to town planners.
Empowering a GIS with inductive learning capabilities: the case of INGENS☆ A first version of this paper appeared in the Proceedings of the International Workshop on Emerging Technologies for Geo-Based Applications, Ascona, Switzerland, 22–25 May 2000.
AbstractInformation given in topographic map captions or in GIS models is often insufficient to recognize interesting geographical patterns. Some prototypes of GIS have already been extended with a knowledge-base and some reasoning capabilities to support sophisticated map interpretation processes. Nevertheless, the acquisition of the necessary knowledge is still a demanding task for which machine learning techniques can be of great help. This paper presents INGENS, a prototypical GIS which integrates machine learning tools to assist users in the task of topographic map interpretation. The system can be trained to learn operational definitions of geographical objects that are not explicitly modeled in the database. INGENS has been applied to the task of Apulian map interpretation in order to discover geographic knowledge of interest to town planners.
Empowering a GIS with inductive learning capabilities: the case of INGENS☆ A first version of this paper appeared in the Proceedings of the International Workshop on Emerging Technologies for Geo-Based Applications, Ascona, Switzerland, 22–25 May 2000.
Malerba, Donato (Autor:in) / Esposito, Floriana (Autor:in) / Lanza, Antonietta (Autor:in) / Lisi, Francesca A (Autor:in) / Appice, Annalisa (Autor:in)
Computers, Environments and Urban Systems ; 27 ; 265-281
01.01.2002
17 pages
Aufsatz (Zeitschrift)
Elektronische Ressource
Englisch
Empowering a GIS with inductive learning capabilities: the case of INGENS
| British Library Conference Proceedings | 2003
Empowering a GIS with inductive learning capabilities: the case of INGENS
| Online Contents | 2003
Proceedings of the International Grain Sortingt Seminar : October 21-26, 1991, Ascona, Switzerland
| UB Braunschweig | 1992