Optimization and matrix constructions for classification of data
Kelarev, A. V., Yearwood, J. L., Vamplew, P. W., Abawajy, J. L. and Chowdhury, M. 2011, Optimization and matrix constructions for classification of data, New Zealand journal of mathematics, vol. 41, pp. 65-73.
Max-plus algebras and more general semirings have many useful applications and have been actively investigated. On the other hand, structural matrix rings are also well known and have been considered by many authors. The main theorem of this article completely describes all optimal ideals in the more general structural matrix semirings. Originally, our investigation of these ideals was motivated by applications in data mining for the design of centroid-based classification systems, as well as for the design of multiple classification systems combining several individual classifiers.
Language
eng
Field of Research
080501 Distributed and Grid Systems
Socio Economic Objective
890205 Information Processing Services (incl. Data Entry and Capture)
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