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Use median/absolute deviation instead of mean/stddev #87

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jonnor opened this issue Feb 10, 2016 · 0 comments
Open

Use median/absolute deviation instead of mean/stddev #87

jonnor opened this issue Feb 10, 2016 · 0 comments
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@jonnor
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jonnor commented Feb 10, 2016

Currently we are very sensitive to outliers when determining whether we can reallize a particular configuration. For instance service disruption with high processing times for just 1 hour during a week can make scaling configs be deemed unrealizable.
Using median, and the associated median absolute deviation, should make us more robust in these cases.
https://en.wikipedia.org/wiki/Median_absolute_deviation
http://www.r-bloggers.com/absolute-deviation-around-the-median/

@jonnor jonnor changed the title Use median and median absolute deviation instead of mean/stddev Use median/absolute deviation instead of mean/stddev Feb 10, 2016
@jonnor jonnor added this to the Future milestone Mar 14, 2016
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