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Generalized autoregressive score (GAS) functions under Gaussian and student-t distributions

Abstract

This article described and worked-out the score functions otherwise known as the in information matrixes of Generalized Autoregressive model with time-varying parameters when the error term is assumed to follow Gaussian and student-“t” conditional distributions for location and heavy-tails affected series respectively.

Advanced Statistical Methods and ModelsAutoregressive modelMathematicsGaussianSTAR modelSeries (stratigraphy)StatisticsApplied mathematicsConditional probability distributionEconometricsTime series
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Generalized autoregressive score (GAS) functions under Gaussian and student-t distributions · Scinovex