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The Replicated Softmax Model is trained using a fairly efficient learning procedure known as the contrastive divergence algorithm [20].
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The network learning procedure showed that the rate and the accuracy of the convergence is acceptable while the test results showed that the technique is efficient for the problem.
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"Write the book down" defer.add img); for efficient learning.
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This approach will enable us to find the non-spherical clusters truly based on the nature of the objects in the data space by means of the simple, efficient, and intuitive unsupervised learning procedure of vector quantization in the feature space.
We have shown that the use of a collaborative filtering strategy combined to a learning procedure leads to an efficient method.
We show that a non-Bayesian learning procedure leads to very permissive implementation results concerning the efficient allocation of resources in a dynamic environment where impatient, privately informed agents arrive over time, and where the designer gradually learns about the distribution of agents' values.
We introduce efficient learning equilibrium (ELE), a normative approach to learning in non-cooperative settings.
Next, mice were trained on a reversal learning procedure.
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