{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,31]],"date-time":"2026-03-31T11:52:43Z","timestamp":1774957963224,"version":"3.50.1"},"reference-count":27,"publisher":"IEEE","content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,10]]},"DOI":"10.23919\/cnsm46954.2019.9012702","type":"proceedings-article","created":{"date-parts":[[2020,2,28]],"date-time":"2020-02-28T04:56:25Z","timestamp":1582865785000},"page":"1-5","source":"Crossref","is-referenced-by-count":50,"title":["Deep Reinforcement Learning for Network Slicing with Heterogeneous Resource Requirements and Time Varying Traffic Dynamics"],"prefix":"10.23919","author":[{"given":"Jaehoon","family":"Koo","sequence":"first","affiliation":[]},{"given":"Veena B.","family":"Mendiratta","sequence":"additional","affiliation":[]},{"given":"Muntasir Raihan","family":"Rahman","sequence":"additional","affiliation":[]},{"given":"Anwar","family":"Walid","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/BF00992696"},{"key":"ref11","article-title":"Rectifier nonlinearities improve neural network acoustic models","author":"maas","year":"2013","journal-title":"International Conference on Machine Learning"},{"key":"ref12","article-title":"Statistical workload injector for mapreduce (swim)","year":"2018"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1109\/LCOMM.2016.2601087"},{"key":"ref14","article-title":"Adam: A method for stochastic optimization","author":"kingma","year":"2014"},{"key":"ref15","article-title":"Deep reinforcement learning for network slicing","author":"zhao","year":"2018","journal-title":"ArXiv"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/49.400666"},{"key":"ref17","article-title":"Adaptable bandwidth planning using reinforcement learning","author":"hetzer","year":"2006","journal-title":"Journal of Systemics Cybernetics and Informatics"},{"key":"ref18","article-title":"Adaptive call admission control under quality of service constraints: a reinforcement learning solution","author":"tong","year":"2000","journal-title":"IEEE Journal on Selected Areas in Communications"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCC.2003.818472"},{"key":"ref4","article-title":"An introduction to network slicing","year":"2017","journal-title":"GSM Association"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1145\/3132340.3132355"},{"key":"ref3","article-title":"Industry 4.0 &#x2014; Wikipedia, the free encyclopedia","author":"contributors","year":"2019"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1561\/1300000007"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.2200\/S00271ED1V01Y201006CNT007"},{"key":"ref8","article-title":"Reinforcement learning: An introduction","author":"sutton","year":"2018"},{"key":"ref7","article-title":"Communication Networks: An Optimization, Control and Stochastic Networks Perspective","author":"srikant","year":"2014"},{"key":"ref2","first-page":"30","article-title":"Software-defined networking","volume":"17","author":"mckeown","year":"2009","journal-title":"INFOCOM Keynote Talk"},{"key":"ref9","doi-asserted-by":"crossref","first-page":"354","DOI":"10.1038\/nature24270","article-title":"Mastering the game of go without human knowledge","volume":"550","author":"silver","year":"2017","journal-title":"Nature"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1109\/COMST.2015.2477041"},{"key":"ref20","article-title":"A reinforcement learning scheme for adaptive link allocation in atm networks","author":"ernst nordstr\u00f6m","year":"1995","journal-title":"Rural Growth Linkages in the Eastern Cape Province of South Africa"},{"key":"ref22","article-title":"Rlpas: Reinforcement learning-based proactive auto-scaler for resource provisioning in cloud environment","author":"benifa","year":"2018","journal-title":"Mobile Networks and Applications"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/ICCAC.2015.35"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2846543"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/INFOCOM.2017.8057045"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/ICC.2017.7997286"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/MCOM.2017.1700246"}],"event":{"name":"2019 15th International Conference on Network and Service Management (CNSM)","location":"Halifax, NS, Canada","start":{"date-parts":[[2019,10,21]]},"end":{"date-parts":[[2019,10,25]]}},"container-title":["2019 15th International Conference on Network and Service Management (CNSM)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8977268\/9012657\/09012702.pdf?arnumber=9012702","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2020,4,9]],"date-time":"2020-04-09T23:55:51Z","timestamp":1586476551000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9012702\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,10]]},"references-count":27,"URL":"https:\/\/doi.org\/10.23919\/cnsm46954.2019.9012702","relation":{},"subject":[],"published":{"date-parts":[[2019,10]]}}}