On the Improvement of a Linear Separation by Extending the Adaptive Process with a Stricter Criterion
- 1 December 1966
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Electronic Computers
- Vol. EC-15 (6) , 941-944
- https://doi.org/10.1109/pgec.1966.264484
Abstract
A process is described for continuing adaptation, after hyperplanes that separate pattern classes in pattern space have been found, in order to increase the distance between sample patterns and hyperplanes. It is then shown that the original adaptive process is a special case of a more general adaptive process in which the distance of a mis-assigned training pattern from the border of its proper category region is regarded as negative. This device permits the concept of nearly linearly separable classes.Keywords
This publication has 1 reference indexed in Scilit:
- Pattern Classification by Iteratively Determined Linear and Piecewise Linear Discriminant FunctionsIEEE Transactions on Electronic Computers, 1966