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Principal component analysis, a technique for dimensionality reduction.

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Accepted

Classify multivariate time series

You're on the right track. Look at calculating a few more features, both in time and frequency domain. As long as number of samples >> number of features, you aren't likely to overfit. Is there any li …
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