Effect of systematic sampling on arima models |
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Authors: | William W.S. Wei |
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Affiliation: | Department of Statistics , Temple University , Philadelphia, PA, 19122 |
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Abstract: | Given a general homogeneous non-stationary autoregressive integrated moving average process ARIMA(p,d,q), the corresponding model for the subseries obtained by a systematic sampling is derived. The article then shows that the sampled subseries approaches approximately to an integrated moving average process IMA(d,l), l≤(d-l), regardless of the autoregressive and moving average structures in the original series. In particular, the sampled subseries from an ARIMA (p,l,q) process approaches approximately to a simple random walk model. |
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Keywords: | autoregressive integrated moving average process systematic sampling integrated moving average process random walk model time series |
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