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Unbiased LMS filtering in the presence of white measurement noise with unknown power (Q2732955)

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scientific article; zbMATH DE number 1632324
Language Label Description Also known as
English
Unbiased LMS filtering in the presence of white measurement noise with unknown power
scientific article; zbMATH DE number 1632324

    Statements

    Unbiased LMS filtering in the presence of white measurement noise with unknown power (English)
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    2 December 2001
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    autoregressive model
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    adaptive filtering
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    measurement noise
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    unbiased estimation
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    autoregressive models
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    first order filter
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    The paper presents an algorithm for asymptotically unbiased estimation of the parameters of autoregressive models when the observations are contaminated by additive white noise. The authors propose to apply a first order filter to the observed process and use the resulting process to estimate the noise-induced bias in the estimators of the parameters. The estimated bias then can be subtracted from the standard estimates to achieve unbiasedness.
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