Fusion: General concepts and characteristics
- 7 September 2001
- journal article
- research article
- Published by Hindawi Limited in International Journal of Intelligent Systems
- Vol. 16 (10) , 1107-1134
- https://doi.org/10.1002/int.1052
Abstract
The problem of combining pieces of information issued from several sources can be encountered in various fields of application. This paper aims at presenting the different aspects of information fusion in different domains, such as databases, regulations, preferences, sensor fusion, etc., at a quite general level. We first present different types of information encountered in fusion problems, and different aims of the fusion process. Then we focus on representation issues which are relevant when discussing fusion problems. An important issue is then addressed, the handling of conflicting information. We briefly review different domains where fusion is involved, and describe how the fusion problems are stated in each domain. Since the term fusion can have different, more or less broad, meanings, we specify later some terminology with respect to related problems, that might be included in a broad meaning of fusion. Finally we briefly discuss the difficult aspects of validation and evaluation. © 2001 John Wiley & Sons, Inc.Keywords
This publication has 26 references indexed in Scilit:
- Propositional knowledge base revision and minimal changePublished by Elsevier ,2003
- The correlation problem in sensor fusion in a possibilistic frameworkInternational Journal of Intelligent Systems, 2001
- Information fusion in the context of stock index predictionInternational Journal of Intelligent Systems, 2001
- Fusion of symbolic knowledge and uncertain information in roboticsInternational Journal of Intelligent Systems, 2001
- Merging regulations: Analysis of a practical exampleInternational Journal of Intelligent Systems, 2001
- Merging databases: Problems and examplesInternational Journal of Intelligent Systems, 2001
- Situation assessment based on spatially ambiguous multisensor measurementsInternational Journal of Intelligent Systems, 2001
- Managing inconsistent specificationsACM Transactions on Software Engineering and Methodology, 1998
- Elicitation, assessment, and pooling of expert judgments using possibility theoryIEEE Transactions on Fuzzy Systems, 1995
- How to recognize interesting topics to provide cooperative answeringInformation Systems, 1989