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Weakly Consistent Offline Clustering of ARMA Processes

机译:Weakly Consistent Offline Clustering of ARMA Processes

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摘要

In this paper, we consider the problem of weakly consistent offline clustering of ARMA processes. Under the provided assumptions we derive a weakly consistent clustering algorithm of invertible ARMA processes according to their forecast functions. Using BIC penalized quasi-maximum likelihood estimate of the distance function the weak consistency of Algorithm 1 is proven when the target number of clusters is known. The theoretical lower bound of the clustering function is provided.

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