[1] DEAN J,GHEMAWAT S.Map Reduce:simplified data processing on large clusters[J].Communications of the ACM,2008,51(1):107-113.
[2] ZAHARIA M,CHOWDHURY M,FRANKLIN M J,et al.Spark:cluster computing with working sets[J].HotCloud,2010,10(10-10):95.
[3] ISARD M,BUDIU M,YU Y,et al.Dryad:distributed data-parallel programs from sequential building blocks[A].Proceedings of ACM EuroSys[C].Lisboa:ACM,2007.59-72.
[4] CHOWDHURY M,ZAHARIA M,MA J,et al.Managing data transfers in computer clusters with orchestra[J].ACM Special Interest Group on Data Communication,2011,41(4):98-109.
[5] CHOWDHURY M,STOICA I.Coflow:A networking abstraction for cluster applications[A].Proceedings of ACM HotNets[C].Redmond:ACM,2012.31-36.
[6] SILVER D,HUANG A,MADDISON C,et al.Mastering the game of Go with deep neural networks and tree search[J].Nature,2016,529(7587):484-489.
[7] 赵冬斌,邵坤,朱圆恒,等.深度强化学习综述:兼论计算机围棋的发展[J].控制理论与应用,2016,33(6):701-717. ZHAO Dong-bin,SHAO Kun,ZHU Yuan-heng,et al.Review of deep reinforcement learning and discussions on the development of computer Go[J].Control Theory & Applications,2016,33(6):701-717.(in Chinese)
[8] MNIH V,KAVUKCUOGLU K,SILVER D,et al.Human-level control through deep reinforcement learning[J].Nature,2015,518(7540):529-533.
[9] MAO H,ALIZADEH M,MENACHE I,et al.Resource management with deep reinforcement learning[A].Proceedings of the ACM HotNets[C].Atlanta:ACM,2016.50-56.
[10] WILSON C,BALLANI H,KARAGIANNIS T,et al.Better never than late:meeting deadlines in datacenter networks[J].ACM Special Interest Group on Data Communication,2011,41(4):50-61.
[11] HONG C,CAESAR M,GODFREY P B,et al.Finishing flows quickly with preemptive scheduling[J].ACM Special Interest Group on Data Communication,2012,42(4):127-138.
[12] ALIZADEH M,YANG S,SHARIF M,et al.Pfabric:Minimal near-optimal datacenter transport[A].ACM SIGCOMM Computer Communication Review[C].Hong Kong:ACM,2013.435-446.
[13] CHOWDHURY M,ZHONG Y,STOICA I.Efficient coflow scheduling with varys[A].Proceedings of ACM SIGCOMM[C].Chicago:ACM,2014.443-454.
[14] DOGAR F R,KARAGIANNIS T,BALLANI H,et al.Decentralized task-aware scheduling for data center networks[A].Proceedings of the ACM SIGCOMM Computer Communication Review[C].Chicago:ACM,2014.431-442.
[15] ZHAO Y,CHEN K,BAI W,et al.Rapier:Integrating routing and scheduling for coflow-aware data center networks[A].Proceedings of IEEE INFOCOM[C].Hong Kong:IEEE,2015.424-432.
[16] MC KEOWN N,ANDERSON T,BALAKRISHNAN H,et al.OpenFlow:enabling innovation in campus networks[J].ACM SIGCOMM Computer Communication Review,2008,38(2):69-74.
[17] JEYAKUMAR V,ALIZADEH M,MAZIèRES D,et al.EyeQ:Practical network performance isolation at the edge[A].Proceedings of NSDI[C].Lombard:USENIX,2013.297-312.
[18] SUTTON R S,BARTO A G.Reinforcement Learning:An Introduction[M].Cambridge:MIT Press,1998.
[19] HAGAN M T,DEMUTH H B,BEALE M H,et al.Neural Network Design[M].USA:PWS Publishing Company Boston,1996.
[20] SUTTON R S,MCALLESTER D A,SINGH S P,et al.Policy gradient methods for reinforcement learning with function approximation[A].Proceedings of NIPS[C].Denver:NIPS,2000.1057-1063.
[21] SCHULMAN J,LEVINE S,ABBEEL P,et al.Trust region policy optimization[A].Proceedings of ICML[C].Lille:IMLS,2015.1889-1897.
[22] JIANG J,MA S,LI B,et al.Adia:achieving high link utilization with coflow-aware scheduling in data center networks[J].IEEE Transactions on Cloud Computing,2016,99(11):1-10.
[23] MA S,JIANG J,LI B,et al.Chronos:meeting coflow deadlines in data center networks[A].Proceedings of the IEEE International Conference on Communications (ICC)[C].Kuala Lumpur:IEEE,2016.1-6. |