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Weighted Likelihood for Time-Varying Gaussian Parameter Estimation. We presented a weighted likelihood technique for estimating parameters. Of a probability density function. The motivation being that for time series, we may wish to weigh more recent data more heavily. In this article, we will apply the technique to a simple Gaussian density. In this case, the log likelihood is given by. That the maximum likelihood occurs when.
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