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An iterative method for calculating the sample serial correlation coefficient

Pouliezos Anastasios

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URI: http://purl.tuc.gr/dl/dias/4CBA1F85-07E4-4B31-AE63-9C5FE9ADAFF8
Year 1980
Type of Item Peer-Reviewed Journal Publication
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Bibliographic Citation A.D. Pouliezos ," An iterative method for calculating the sample serial correlation coefficient ," IEEE Trans. on Aut. Control ,vol.25,no.4 ,pp.:834 - 836,1980.doi:10.1109/TAC.1980.1102405 https://doi.org/10.1109/TAC.1980.1102405
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Summary

Generally, when stochastic approximation is used to identifythe ooefficients of a linear system or for an adaptive fUter or equalizer, theiterate Xn is projected back onto some finite set G= {x: lx;l< B, all i}, ifit ever leaves it. The convergence of such truncated sequences have beendiscussed Informally. Here it is shown, under very broad conditions on thenoises, that {Xn} converges with probabUity 1 to the closest point in G tothe optimum value of Xn. Also, under even weaker conditions, the case ofconstant coefficient sequence is treated and a weak convergence resultobtained. The set G is used for simpHcity. It can be seen that the resultholds true in more general cases, but the box is used since it is the onlycommonly used constraint set for this problem.

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