APPLICATION OF A BAYESIAN NETWORK IN A GIS BASED DECISION-MAKING SYSTEM

Citation
A. Stassopoulou et al., APPLICATION OF A BAYESIAN NETWORK IN A GIS BASED DECISION-MAKING SYSTEM, International journal of geographical information science, 12(1), 1998, pp. 23-45
Citations number
29
Categorie Soggetti
Geografhy,"Information Science & Library Science","Computer Science Information Systems
Journal title
International journal of geographical information science
ISSN journal
13658824 → ACNP
Volume
12
Issue
1
Year of publication
1998
Pages
23 - 45
Database
ISI
SICI code
Abstract
In this paper we show how a Bayesian network of inference can be used with a GIS to combine information from different sources of data for c lassification. Data may include satellite sensor images, topographic m aps, geological maps etc, each one with its own resolution and accurac y. We show how this uncertainty in the input data can be incorporated in the network and present various methods by which the conditional pr obability matrices used by the network can be constructed. We demonstr ate our approach within the framework of the problem of assessing the risk of desertification of some burned forests in the Mediterranean re gion.