Two Modifications of CNN
- 1 November 1976
- journal article
- Published by Institute of Electrical and Electronics Engineers (IEEE) in IEEE Transactions on Systems, Man, and Cybernetics
- Vol. SMC-6 (11) , 769-772
- https://doi.org/10.1109/tsmc.1976.4309452
Abstract
Summary:We propose a new method to construct piecewise linear classifiers. This method constructs hyperplanes of a piecewise linear classifier so as to keep the correct recognition rate over a threshold for a training set. The threshold is determined automatically by the MDL (Minimum Description Length) criterion so as to avoid overfitting of the classifier to the training set. The proposed method showed better results in some experiments than a previous methodKeywords
This publication has 5 references indexed in Scilit:
- An Experiment with the Edited Nearest-Neighbor RuleIEEE Transactions on Systems, Man, and Cybernetics, 1976
- An algorithm for a selective nearest neighbor decision rule (Corresp.)IEEE Transactions on Information Theory, 1975
- Asymptotic Properties of Nearest Neighbor Rules Using Edited DataIEEE Transactions on Systems, Man, and Cybernetics, 1972
- The reduced nearest neighbor rule (Corresp.)IEEE Transactions on Information Theory, 1972
- The condensed nearest neighbor rule (Corresp.)IEEE Transactions on Information Theory, 1968