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Publications:Quality function for unsupervised classification and its use in graphic arts
Abstract <p>In this paper, we propose quality<p>In this paper, we propose quality function for an unsupervised neural classification. The function is based on the third order polynomials. The objective of the quality function is to find a place of the input space sparse in data points. By maximising the quality function, we find decision boundary between data clusters instead of centres of the clusters. The shape and place of the decision boundary are rather insensitive to the magnitude of the weight vector established during the maximisation process. A superiority of the proposed quality function over other similar functions as well as conventional clustering algorithms tested has been observed in the experiments. The proposed quality function has been successfully used for colour image segmentation.</p>d for colour image segmentation.</p>
Author Adas Gelzinis + , Antanas Verikas + , Kerstin Malmqvist +
Diva http://hh.diva-portal.org/smash/record.jsf?searchId=1&pid=diva2:605953
EndPage 540  +
Issue 6  +
Journal Journal of Advanced Computational Intelligence  +
PublicationType Journal Paper  +
StartPage 532  +
Title Quality function for unsupervised classification and its use in graphic arts  +
Volume 3  +
Year 1999  +
Has queryThis property is a special property in this wiki. Publications:Quality function for unsupervised classification and its use in graphic arts + , Publications:Quality function for unsupervised classification and its use in graphic arts + , Publications:Quality function for unsupervised classification and its use in graphic arts + , Publications:Quality function for unsupervised classification and its use in graphic arts + , Publications:Quality function for unsupervised classification and its use in graphic arts + , Publications:Quality function for unsupervised classification and its use in graphic arts + , Publications:Quality function for unsupervised classification and its use in graphic arts + , Publications:Quality function for unsupervised classification and its use in graphic arts + , Publications:Quality function for unsupervised classification and its use in graphic arts + , Publications:Quality function for unsupervised classification and its use in graphic arts +
Categories Publication  +
Modification dateThis property is a special property in this wiki. 22 May 2017 20:22:00  +
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