Automatization of the stream mining process

Abstract

The problem this paper addresses is related to Data Stream Mining and its automatization within Information Systems. Our aim is to show that the expertise which is usually provided by data and data mining experts and is crucial for problems of this kind can be successfully captured and computerized. To this end we observed data mining experts at work and in discussion with them coded their knowledge in a form of an expert system. The evaluation over four different datasets confirms the automatization of the stream mining process is possible and can produce results comparable to those achieved by data mining experts. © 2014 Springer International Publishing.