@inproceedings {215941, author = {George Amvrosiadis and Jun Woo Park and Gregory R. Ganger and Garth A. Gibson and Elisabeth Baseman and Nathan DeBardeleben}, title = {On the diversity of cluster workloads and its impact on research results}, booktitle = {2018 USENIX Annual Technical Conference (USENIX ATC 18)}, year = {2018}, isbn = {978-1-939133-01-4}, address = {Boston, MA}, pages = {533--546}, url = {https://www.usenix.org/conference/atc18/presentation/amvrosiadis}, publisher = {USENIX Association}, month = jul } @inproceedings {186214, author = {Mu Li and David G. Andersen and Jun Woo Park and Alexander J. Smola and Amr Ahmed and Vanja Josifovski and James Long and Eugene J. Shekita and Bor-Yiing Su}, title = {Scaling Distributed Machine Learning with the Parameter Server}, booktitle = {11th USENIX Symposium on Operating Systems Design and Implementation (OSDI 14)}, year = {2014}, isbn = { 978-1-931971-16-4}, address = {Broomfield, CO}, pages = {583--598}, url = {https://www.usenix.org/conference/osdi14/technical-sessions/presentation/li_mu}, publisher = {USENIX Association}, month = oct }