Amadeo José Argüelles-Cruz, Itzamá López-Yáñez, Mario Aldape-Pérez, and Napoleon Conde Gaxiola
Ruiz-Shulcloper J., Kropatsch W.G. (eds) Progress in Pattern Recognition, Image Analysis and Applications. CIARP 2008. Lecture Notes in Computer Science, vol 5197. Springer, Berlin, Heidelberg
Publication year: 2008

Abstract: A novel weightless neural network model is presented, based on 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. Results 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 account the No Free Lunch theorem.

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Weightless Neural, Networks, ADAM, CAINN, Classifier, No Free Lunch. 

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