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A-Brain: a general system for solving data analysis problems.
- Source :
-
Journal of Experimental & Theoretical Artificial Intelligence . Dec2007, Vol. 19 Issue 4, p333-353. 21p. 1 Diagram, 5 Charts. - Publication Year :
- 2007
-
Abstract
- An intelligent system should be able to solve a wide range of problems from different domains. In this paper we propose a complex and adaptive system capable of solving various data analysis problems without needing human help for parameter settings. The system, called A-Brain, consists of several interconnected components (a decision-maker, a trainer, and several problem solvers) which provide a base for building complex problem solvers. The parameters of the trainer's algorithm are problem independent. This fact is a requirement for intelligent systems which cannot rely on human intervention while operating. The A-Brain system is used to solve some well-known problems in the field of symbolic regression and classification. Numerical experiments show that the A-Brain system is able to perform very well on the considered test problems. [ABSTRACT FROM AUTHOR]
Details
- Language :
- English
- ISSN :
- 0952813X
- Volume :
- 19
- Issue :
- 4
- Database :
- Academic Search Index
- Journal :
- Journal of Experimental & Theoretical Artificial Intelligence
- Publication Type :
- Academic Journal
- Accession number :
- 26861917
- Full Text :
- https://doi.org/10.1080/09528130701416835