Newcastle University ePrints - eprint.ncl.ac.uk McGough AS, Moubayed NA, Forshaw M. Using Machine Learning in Trace- driven Energy-Aware Simulations of High-Throughput Computing Systems. In: ICPE 2017 Companion: Proceedings of the 8th ACM/SPEC on International Conference on Performance Engineering. 2017, L'Aquila, Italy: ACM. Copyright: © McGough, AS et al. ǀ ACM 2017. This is the authors version of the work. It is posted here for your personal use. Not for redistribution. The definitive Version of Record was published in Proceedings of the 8th ACM/SPEC on International Conference on Performance Engineering. DOI link to article: https://doi.org/10.1145/3053600.3053612 Date deposited: 11/07/2017