Title :
Stability of the classifier based on modification on Schweizer and Sklars equations
Author :
Luukka, P. ; Sampo, J.
Author_Institution :
Lab. of Appl. Math., Lappeenranta Univ. of Technol.
Abstract :
In this article we have applied Schweizer & Sklars implications with extension to generalized mean to classification task. We show that classification results are not so sensitive to p values with Schweizer & Sklars measures, which indicates generalized form of equations. Investigation for correct mean values is carried out. In this article we have also tested stability of the classifier. Two different tests for stability are made: in one test stability was checked respect to weight parameters and other test was carried out for ideal vectors
Keywords :
learning (artificial intelligence); pattern classification; statistical testing; Schweizer & Sklars equation; machine learning; pattern classification; stability; statistical testing; Computer errors; Diseases; Equations; Humans; Laboratories; Manufacturing processes; Mathematics; Pipelines; Stability; Testing;
Conference_Titel :
Cybernetics and Intelligent Systems, 2004 IEEE Conference on
Conference_Location :
Singapore
Print_ISBN :
0-7803-8643-4
DOI :
10.1109/ICCIS.2004.1460413