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Demonstration of how the traditional feature extraction approach relying on windowing with fixed window size can lead to misleading estimates of any features from the frequency domain. The bottom plot demonstrates how an accelerometer signal is segmented using a switching AR model, and more accurate estimates of frequency domain features can be obtained as a result. We observe this by looking at how the power spectra change.
