JSM 2005 - Toronto

Abstract #303069

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Legend: = Applied Session, = Theme Session, = Presenter
Activity Number: 492
Type: Contributed
Date/Time: Thursday, August 11, 2005 : 8:30 AM to 10:20 AM
Sponsor: Section on Statistics and the Environment
Abstract - #303069
Title: Mixture Periodic Autoregressive Time Series Models
Author(s): Qin Shao*+
Companies: The University of Toledo
Address: 2801 W Bancroft St, Toledo, OH, 43606, United States
Keywords: Periodically Correlated Time ; Periodic Autocovariances ; Mixture Periodic Autoregressive models ; EM algorithm
Abstract:

Mixture periodic autoregressive models are introduced to fit periodic time series with asymmetric or multimodal distributions. The stationary conditions of such series are derived, the asymptotic property of maximum likelihood estimators is obtained, and the application of EM algorithm is discussed. The new model class is illustrated by analyzing the particulate matter concentrations in Cleveland, Ohio.


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Revised March 2005