To be scalable, [time series analysis] methods should be linear … Reduction and Transformation … past data is often a good predictor of … [one can] reduce the size of the data without … 2. Indexing Methods. … 3. Flexible Similarity Searching. … shifting and scaling of the time series amplitude, … some useful techniques.
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