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Adaptive linear procedures under general conditions

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1 Author(s)

Under mild conditions on the observation processes the almost sure convergence properties of linear stochastic approximation are summarized for least squares and for some of its applications: adaptive filtering, echo cancellation, detection of binary data in Gaussian noise, identification, and linear classification.

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Information Theory, IEEE Transactions on  (Volume:30 ,  Issue: 2 )