Disclaimer: While this thesis was officially supervised by Adam Rogalewicz (due some internal restrictions), I was the main supervisor of this whole thesis. The goal of this thesis was to extend the capabilities of Perun with new models (besides so-far supported regression analysis) as well as new approaches to detect performance degradations in software. In particular, we come up with non-parametric models (models not dependent on other variables) such as regressograms, moving averages or kernel regressions; as well as methods for detecting performance issues based on integral computation or local statistics.
Tags: performance modelling, performance regression analysis, perun