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→Future Plans
Klahnakoski (talk | contribs) |
Klahnakoski (talk | contribs) |
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====Future Plans==== | ====Future Plans==== | ||
Significant improvements can be made to the analysis: | The use of window functions is flawed: There are edge effects, small window sizes sometimes do not capture enough samples to characterize the variance, large window sizes are less sensitive and make short-term regressions invisible. Significant improvements can be made to the analysis by removing the need to declare a window size: | ||
# Piece-wise linear regression analysis (http://en.wikipedia.org/wiki/Segmented_regression) | # Piece-wise linear regression analysis (http://en.wikipedia.org/wiki/Segmented_regression) | ||
# Using a mixture model (http://en.wikipedia.org/wiki/Mixture_model) will help characterize multi-modal data and help us construct a useful aggregate | # Using a mixture model (http://en.wikipedia.org/wiki/Mixture_model) will help characterize multi-modal data and help us construct a useful aggregate | ||