A-Brain: a general system for solving data analysis problems
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.
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Document Type: Research Article
Affiliations: Faculty of Mathematics and Computer Science, Department of Computer Science, Babes-Bolyai University, Cluj-Napoca, 3400, Romania
Publication date: December 1, 2007