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Furthermore, evolved methods are shown to conform to accepted scheduling frameworks without the evolutionary process being explicitly told the form of the desired solution. Evolved solutions are shown to out-perform a human-engineered state-of-the-art benchmark by up to 50%. Finally, the approach is shown to be flexible in that tailored algorithms can be evolved for specific scenarios and corner cases, allowing network operators to create unique algorithms for different deployments, and to postpone the need for costly hardware upgrades. <\/jats:p>","DOI":"10.1162\/evco_a_00221","type":"journal-article","created":{"date-parts":[[2018,3,12]],"date-time":"2018-03-12T17:29:17Z","timestamp":1520875757000},"page":"345-375","source":"Crossref","is-referenced-by-count":2,"title":["Towards Automation and Augmentation of the Design of Schedulers for Cellular Communications Networks"],"prefix":"10.1162","volume":"27","author":[{"given":"Michael","family":"Fenton","sequence":"first","affiliation":[{"name":"Data Science & Machine Learning Group, Corvil Ltd., Dublin, Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David","family":"Lynch","sequence":"additional","affiliation":[{"name":"Natural Computing Research and Applications Group, School of Business, University College Dublin, Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"David","family":"Fagan","sequence":"additional","affiliation":[{"name":"Natural Computing Research and Applications Group, School of Business, University College Dublin, Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Stepan","family":"Kucera","sequence":"additional","affiliation":[{"name":"Bell Laboratories, Nokia, Dublin, Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Holger","family":"Claussen","sequence":"additional","affiliation":[{"name":"Bell Laboratories, Nokia, Dublin, Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Michael","family":"O'Neill","sequence":"additional","affiliation":[{"name":"Natural Computing Research and Applications Group, School of Business, University College Dublin, Ireland"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"281","reference":[{"key":"B2","author":"3GPP E-UTRA.","year":"2010","journal-title":"Further advancements of E-UTRA physical layer aspects"},{"key":"B3","author":"3GPP E-UTRA.","year":"2012","journal-title":"Mobility enhancements in heterogeneous networks"},{"key":"B4","doi-asserted-by":"publisher","DOI":"10.1109\/SURV.2012.021312.00116"},{"key":"B5","doi-asserted-by":"publisher","DOI":"10.1109\/MWC.2014.6812287"},{"key":"B6","author":"Bian Y. 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