On consistency in time series analysis

Robinson, P. (1978). On consistency in time series analysis. Annals of Statistics, 6(1), 215-223. https://doi.org/10.1214/aos/1176344080
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A number of statistics that arise in time series analysis can be represented as the sum of a partial realization of a possibly serially dependent and nonstationary discrete-parameter stochastic process. The almost sure and $L_p, p > 1$, convergence of such statistics is investigated, under various moment conditions. The results are applied to the least squares estimates of multiple regressions.

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