@inproceedings{5510f417f3f3448cbc7c16870d25703e,
title = "Machine learning classifiers for clumps in binary sequences",
abstract = "In this paper we develop a set of classification models for clumps that are subsequences of 1's in a binary sequence of O's and 1's. The models we consider use Gaussian basis functions and the newly developed SG algorithm [1] for their design. We present models for two cases based on how training and test data are created. Then we compare their performance (classification error on training and test data) with the reported results [2] from C4.5 and CART algorithms and the MLP network. We conclude by observing that the new models outperform the other classifiers for the cases considered here.",
keywords = "Classification, Clumps, Machine learning, Radial Basis Functions",
author = "Hojung Lim and Goel, {Amrit L.} and Miyoung Shin",
year = "2003",
language = "English",
isbn = "0889863555",
series = "Proceedings of the IASTED International Conference on Intelligent Systems and Control",
pages = "323--326",
editor = "M.H. Hamza and M.H. Hamza",
booktitle = "Proceedings of the IASTED International Conference on Intelligent Systems and Control",
note = "Proceedings of the IASTED International Conference on Intelligent Systems and Control ; Conference date: 25-06-2003 Through 27-06-2003",
}