Avalon: towards QoS awareness and improved utilization through multi-resource management in datacenters
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Minyi Guo | Jingwen Leng | Quan Chen | Zhenning Wang | Chao Li | Wenli Zheng | Quan Chen | M. Guo | Chao Li | Jingwen Leng | Wenli Zheng | Zhenning Wang
[1] Hui Xiong,et al. High-dimensional kNN joins with incremental updates , 2010, GeoInformatica.
[2] Quan Chen,et al. Baymax: QoS Awareness and Increased Utilization for Non-Preemptive Accelerators in Warehouse Scale Computers , 2016, ASPLOS.
[3] Kurt Hornik,et al. Multilayer feedforward networks are universal approximators , 1989, Neural Networks.
[4] Christina Delimitrou,et al. Quasar: resource-efficient and QoS-aware cluster management , 2014, ASPLOS.
[5] Lingjia Tang,et al. SMiTe: Precise QoS Prediction on Real-System SMT Processors to Improve Utilization in Warehouse Scale Computers , 2014, 2014 47th Annual IEEE/ACM International Symposium on Microarchitecture.
[6] Luiz André Barroso,et al. The tail at scale , 2013, CACM.
[7] Quan Chen,et al. DjiNN and Tonic: DNN as a service and its implications for future warehouse scale computers , 2015, 2015 ACM/IEEE 42nd Annual International Symposium on Computer Architecture (ISCA).
[8] Alan L. Cox,et al. Adaptive parallelism for web search , 2013, EuroSys '13.
[9] Chenyang Lu,et al. Work stealing for interactive services to meet target latency , 2016, PPoPP.
[10] Tibor Gyimóthy,et al. Empirical validation of object-oriented metrics on open source software for fault prediction , 2005, IEEE Transactions on Software Engineering.
[11] Peter E. Hart,et al. Nearest neighbor pattern classification , 1967, IEEE Trans. Inf. Theory.
[12] Ronald G. Dreslinski,et al. Sirius: An Open End-to-End Voice and Vision Personal Assistant and Its Implications for Future Warehouse Scale Computers , 2015, ASPLOS.
[13] Mattan Erez,et al. Dirigent: Enforcing QoS for Latency-Critical Tasks on Shared Multicore Systems , 2016, ASPLOS.
[14] Christoforos E. Kozyrakis,et al. Reconciling high server utilization and sub-millisecond quality-of-service , 2014, EuroSys '14.
[15] Quan Chen,et al. Prophet: Precise QoS Prediction on Non-Preemptive Accelerators to Improve Utilization in Warehouse-Scale Computers , 2017, ASPLOS.
[16] Robert Ricci,et al. Rocksteady: Fast Migration for Low-latency In-memory Storage , 2017, SOSP.
[17] Luiz André Barroso,et al. The Case for Energy-Proportional Computing , 2007, Computer.
[18] Ricardo Bianchini,et al. Few-to-Many: Incremental Parallelism for Reducing Tail Latency in Interactive Services , 2015, ASPLOS.
[19] Lingjia Tang,et al. Bubble-flux: precise online QoS management for increased utilization in warehouse scale computers , 2013, ISCA.
[20] Daniel Mossé,et al. Octopus-Man: QoS-driven task management for heterogeneous multicores in warehouse-scale computers , 2015, 2015 IEEE 21st International Symposium on High Performance Computer Architecture (HPCA).
[21] Gavin C. Cawley,et al. On Over-fitting in Model Selection and Subsequent Selection Bias in Performance Evaluation , 2010, J. Mach. Learn. Res..
[22] Christoforos E. Kozyrakis,et al. Memory Hierarchy for Web Search , 2018, 2018 IEEE International Symposium on High Performance Computer Architecture (HPCA).
[23] Michael B. Miller. Linear Regression Analysis , 2013 .
[24] Christoforos E. Kozyrakis,et al. Heracles: Improving resource efficiency at scale , 2015, 2015 ACM/IEEE 42nd Annual International Symposium on Computer Architecture (ISCA).
[25] Deepak Agarwal,et al. Regression-based latent factor models , 2009, KDD.
[26] Isabelle Guyon,et al. An Introduction to Variable and Feature Selection , 2003, J. Mach. Learn. Res..
[27] Kevin Skadron,et al. Bubble-up: Increasing utilization in modern warehouse scale computers via sensible co-locations , 2011, 2011 44th Annual IEEE/ACM International Symposium on Microarchitecture (MICRO).
[28] Quan Chen,et al. PowerChief: Intelligent power allocation for multi-stage applications to improve responsiveness on power constrained CMP , 2017, 2017 ACM/IEEE 44th Annual International Symposium on Computer Architecture (ISCA).
[29] Bernhard Schölkopf,et al. A tutorial on support vector regression , 2004, Stat. Comput..
[30] Christina Delimitrou,et al. Paragon: QoS-aware scheduling for heterogeneous datacenters , 2013, ASPLOS '13.
[31] John L. Gustafson,et al. Reevaluating Amdahl's law , 1988, CACM.
[32] Honglak Lee,et al. Efficient L1 Regularized Logistic Regression , 2006, AAAI.
[33] Anand Sivasubramaniam,et al. Worth their watts? - an empirical study of datacenter servers , 2010, HPCA - 16 2010 The Sixteenth International Symposium on High-Performance Computer Architecture.
[34] Daniel Sánchez,et al. Ubik: efficient cache sharing with strict qos for latency-critical workloads , 2014, ASPLOS.
[35] Benjamin C. Lee,et al. Cooper: Task Colocation with Cooperative Games , 2017, 2017 IEEE International Symposium on High Performance Computer Architecture (HPCA).
[36] Thomas G. Dietterich,et al. Learning with Many Irrelevant Features , 1991, AAAI.
[37] Xiaodong Wang,et al. SWAP: Effective Fine-Grain Management of Shared Last-Level Caches with Minimum Hardware Support , 2017, 2017 IEEE International Symposium on High Performance Computer Architecture (HPCA).
[38] Lingjia Tang,et al. Treadmill: Attributing the Source of Tail Latency through Precise Load Testing and Statistical Inference , 2016, 2016 ACM/IEEE 43rd Annual International Symposium on Computer Architecture (ISCA).
[39] Mascon Global Limited. Parallelizing a Computationally Intensive Financial R Application with Zircon Technology Zircon Computing LLC , 2010 .
[40] F. Windmeijer,et al. An R-squared measure of goodness of fit for some common nonlinear regression models , 1997 .
[41] Kai Li,et al. The PARSEC benchmark suite: Characterization and architectural implications , 2008, 2008 International Conference on Parallel Architectures and Compilation Techniques (PACT).
[42] George A. F. Seber,et al. Linear regression analysis , 1977 .
[43] R. Tibshirani. Regression Shrinkage and Selection via the Lasso , 1996 .
[44] Yufeng Liu,et al. VARIABLE SELECTION IN QUANTILE REGRESSION , 2009 .
[45] Rami G. Melhem,et al. Quality of service support for fine-grained sharing on GPUs , 2017, 2017 ACM/IEEE 44th Annual International Symposium on Computer Architecture (ISCA).