A Reinforcement Learning Based Auto-Scaling Approach for SaaS Providers in Dynamic Cloud Environment
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Shijun Liu | Lei Wu | Xiangxu Meng | Yi Wei | Li Pan | Daniel Kudenko
[1] Kevin Lee,et al. Empirical prediction models for adaptive resource provisioning in the cloud , 2012, Future Gener. Comput. Syst..
[2] Marco Abundo,et al. QoS-aware bidding strategies for VM spot instances: A reinforcement learning approach applied to periodic long running jobs , 2015, 2015 IFIP/IEEE International Symposium on Integrated Network Management (IM).
[3] Shangguang Wang,et al. Cost-Aware Cloud Service Request Scheduling for SaaS Providers , 2014, Comput. J..
[4] Imtiaz Ahmad,et al. Cloud Computing Pricing Models: A Survey , 2013 .
[5] Moustafa Ghanem,et al. Lightweight Resource Scaling for Cloud Applications , 2012, 2012 12th IEEE/ACM International Symposium on Cluster, Cloud and Grid Computing (ccgrid 2012).
[6] José Antonio Lozano,et al. A Review of Auto-scaling Techniques for Elastic Applications in Cloud Environments , 2014, Journal of Grid Computing.
[7] Peter Dayan,et al. Q-learning , 1992, Machine Learning.
[8] Valerio Di Valerio,et al. Optimal Pricing and Service Provisioning Strategies in Cloud Systems: A Stackelberg Game Approach , 2013, 2013 IEEE Sixth International Conference on Cloud Computing.
[9] Rami Bahsoon,et al. Self-Adaptive Trade-off Decision Making for Autoscaling Cloud-Based Services , 2016, IEEE Transactions on Services Computing.
[10] Isis Truck,et al. Using Reinforcement Learning for Autonomic Resource Allocation in Clouds: towards a fully automated workflow , 2011 .
[11] Marty Humphrey,et al. Scaling and Scheduling to Maximize Application Performance within Budget Constraints in Cloud Workflows , 2013, 2013 IEEE 27th International Symposium on Parallel and Distributed Processing.
[12] Enda Barrett,et al. Applying reinforcement learning towards automating resource allocation and application scalability in the cloud , 2013, Concurr. Comput. Pract. Exp..
[13] Rajkumar Buyya,et al. Auto-Scaling Web Applications in Clouds , 2018, ACM Comput. Surv..
[14] Dirk Neumann,et al. Automated bidding in computational markets: an application in market-based allocation of computing services , 2010, Autonomous Agents and Multi-Agent Systems.
[15] Barbara Panicucci,et al. A game theoretic formulation of the service provisioning problem in cloud systems , 2011, WWW.
[16] Andrew W. Moore,et al. Reinforcement Learning: A Survey , 1996, J. Artif. Intell. Res..