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Tomas and Richard are involved in this project for empirical measurement in CS. Their position paper would be sensible reading for students; it explains some of the common pitfalls of performance measurement.
to ag0803 benchmarking cs empirical performance research statistics ... on 26 March 2014
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tasty by Adam Sampson.