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The number of metastable states of a simple perceptron with gradient descent learning algorithmThe number of metastable states of a simple perceptron with gradient descent learning algorithm has been calculated as a function of the storage capacity ff and the gain parameter fi....

général - core.ac.uk - PDF: citeseerx.ist.psu.edu

Introducing an inequalities index from the simple perceptron pattern in ann: an unemployment inequalities application in regional economicsThis article introduces a new inequalities index, which was inspired from the simple perceptron’s pattern in the artificial neural networks (ANN) scientific field and nominated by the authors Modulus Perceptron Inequalities Index (MPII)....

PDF: jestr.org

Learning and generalisation in neural networks with local preprocessingWe study learning and generalisation ability of a specific two-layer feed-forward neural network and compare its properties to that of a simple perceptron....

PDF: core.ac.uk

On-line learning through simple perceptron with a marginWe analyze a learning method that uses a margin $\kappa$ {\it a la} Gardnerfor simple perceptron learning....

PDF: arxiv.org

On-line learning of non-monotonic rules by simple perceptronWe study the generalization ability of a simple perceptron which learnsunlearnable rules....

PDF: arxiv.org