Comparison between Extreme Learning Machine and Wavelet Neural Networks in Data Classification

被引:0
|
作者
Siwar, Yahia [1 ]
Salwa, Said [1 ]
Olfa, Jemai [1 ]
Mourad, Zaied [1 ]
Chokri, Ben Amar [1 ]
机构
[1] Natl Sch Engn Sfax, Sfax, Tunisia
关键词
Extreme learning machine; Wavelet neural networks; Learning algorithm; Classification; feedforward neural network; wavelet;
D O I
10.1117/12.2268648
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Extreme learning Machine is a well known learning algorithm in the field of machine learning. It's about a feedforward neural network with a single-hidden layer. It is an extremely fast learning algorithm with good generalization performance. In this paper, we aim to compare the Extreme learning Machine with wavelet neural networks, which is a very used algorithm. We have used six benchmark data sets to evaluate each technique. These datasets Including Wisconsin Breast Cancer, Glass Identification, Ionosphere, Pima Indians Diabetes, Wine Recognition and Iris Plant. Experimental results have shown that both extreme learning machine and wavelet neural networks have reached good results.
引用
收藏
页数:5
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