Induction of Similarity Measures for Case Based Reasoning Through Separable Data Transformations

@inproceedings{Bobrowski2008InductionOS,
title={Induction of Similarity Measures for Case Based Reasoning Through Separable Data Transformations},
author={Leon Bobrowski and Magdalena Topczewska},
booktitle={Case-Based Reasoning on Images and Signals},
year={2008}
}

Inducing similarity measures for the case based reasoning scheme through separable data transformations is considered in this chapter. Particular attention is paid to linear transformations of multidimensional data on visualising planes. Separable linear transformations are based both on solutions of eignevalue problems used in the principal componet analysis or in the discriminant analysis as well as on minimization of the convex and piecewise linear (CPL) criterion functions. The perception… Expand

The results of the experiments show the possibility of improving K-NN rules through data transformations, and take into considerations inducing distance functions by linear data transformations.Expand

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