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Time series are data observed over time (either in continuous time or at discrete time periods).

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What method is suitable for short-term forecast for a trendless, oscillatory, bounded time s...

Since each "sum" of the time series you have is Independent and Normally distributed, you need a different approach from autocorrelated time series models: (1) http://en.wikipedia.org/wiki/Prediction …
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