Alpha-Beta Weightless Neural Networks

被引:0
|
作者
Jose Arguelles-Cruz, Amadeo [1 ]
Lopez-Yanez, Itzama [1 ]
Aldape-Perez, Mario [1 ]
Conde-Gaxiola, Napoleon [1 ]
机构
[1] IPN, Ctr Invest Computac, Unidad Profes Adolfo Lopez Mateos, Mexico City 07738, DF, Mexico
关键词
Weightless Neural Networks; ADAM; CAINN; Classifier; No Free Lunch;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
A novel weightless neural network model is presented, based oil the known operations Alpha and Beta, and three original operations proposed. The new model of weightless neural network has been called CAINN - Computing Artificial Intelligent Neural Network. The experimental aspect, is presented by applying the CAINN model to several known databases. Also, comparative studies about the performance of the CAINN model concerning, ADAM weightless neural network and Other models are reported. Result's exhibit the superiority of the CAINN model over the ADAM model, its counterpart as a weightless neural network; and over other models immersed in the state of the art of neural networks; taking into occount the No Free Lunch theorem.
引用
收藏
页码:496 / 503
页数:8
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