Mllib: Machine learning in apache spark X Meng, J Bradley, B Yavuz, E Sparks, S Venkataraman, D Liu, ... The Journal of Machine Learning Research 17 (1), 1235-1241, 2016 | 1611 | 2016 |
Apache spark: a unified engine for big data processing M Zaharia, RS Xin, P Wendell, T Das, M Armbrust, A Dave, X Meng, ... Communications of the ACM 59 (11), 56-65, 2016 | 1575 | 2016 |
Consistent and durable data structures for non-volatile byte-addressable memory S Venkataraman, N Tolia, P Ranganathan, RH Campbell Proceedings of the 9th USENIX Conference on File and Storage Technologies …, 2011 | 396 | 2011 |
Ernest: Efficient performance prediction for large-scale advanced analytics S Venkataraman, Z Yang, M Franklin, B Recht, I Stoica 13th {USENIX} Symposium on Networked Systems Design and Implementation …, 2016 | 336 | 2016 |
Occupy the cloud: Distributed computing for the 99% E Jonas, Q Pu, S Venkataraman, I Stoica, B Recht Proceedings of the 2017 Symposium on Cloud Computing, 445-451, 2017 | 271 | 2017 |
Cherrypick: Adaptively unearthing the best cloud configurations for big data analytics O Alipourfard, HH Liu, J Chen, S Venkataraman, M Yu, M Zhang 14th {USENIX} Symposium on Networked Systems Design and Implementation …, 2017 | 268 | 2017 |
Probabilistically Bounded Staleness for Practical Partial Quorums P Bailis, S Venkataraman, JM Hellerstein, M Franklin, I Stoica | 239 | 2012 |
Presto: distributed machine learning and graph processing with sparse matrices S Venkataraman, E Bodzsar, I Roy, A AuYoung, RS Schreiber Proceedings of the 8th ACM European Conference on Computer Systems, 197-210, 2013 | 119 | 2013 |
The power of choice in data-aware cluster scheduling S Venkataraman, A Panda, G Ananthanarayanan, MJ Franklin, I Stoica 11th {USENIX} Symposium on Operating Systems Design and Implementation …, 2014 | 113 | 2014 |
Cake: enabling high-level SLOs on shared storage systems A Wang, S Venkataraman, S Alspaugh, R Katz, I Stoica Proceedings of the Third ACM Symposium on Cloud Computing, 1-14, 2012 | 113 | 2012 |
Focus: Querying large video datasets with low latency and low cost K Hsieh, G Ananthanarayanan, P Bodik, S Venkataraman, P Bahl, ... 13th {USENIX} Symposium on Operating Systems Design and Implementation …, 2018 | 112 | 2018 |
Drizzle: Fast and adaptable stream processing at scale S Venkataraman, A Panda, K Ousterhout, M Armbrust, A Ghodsi, ... Proceedings of the 26th Symposium on Operating Systems Principles, 374-389, 2017 | 110 | 2017 |
Keystoneml: Optimizing pipelines for large-scale advanced analytics ER Sparks, S Venkataraman, T Kaftan, MJ Franklin, B Recht 2017 IEEE 33rd international conference on data engineering (ICDE), 535-546, 2017 | 105 | 2017 |
The case for tiny tasks in compute clusters K Ousterhout, A Panda, J Rosen, S Venkataraman, R Xin, S Ratnasamy, ... 14th Workshop on Hot Topics in Operating Systems (HotOS {XIV}), 2013 | 98 | 2013 |
Matrix computations and optimization in apache spark R Bosagh Zadeh, X Meng, A Ulanov, B Yavuz, L Pu, S Venkataraman, ... Proceedings of the 22nd ACM SIGKDD International Conference on Knowledge …, 2016 | 94 | 2016 |
Sparkr: Scaling r programs with spark S Venkataraman, Z Yang, D Liu, E Liang, H Falaki, X Meng, R Xin, ... Proceedings of the 2016 International Conference on Management of Data, 1099 …, 2016 | 73 | 2016 |
Quantifying eventual consistency with PBS P Bailis, S Venkataraman, MJ Franklin, JM Hellerstein, I Stoica The VLDB Journal 23 (2), 279-302, 2014 | 64 | 2014 |
Shuffling, fast and slow: Scalable analytics on serverless infrastructure Q Pu, S Venkataraman, I Stoica 16th {USENIX} Symposium on Networked Systems Design and Implementation …, 2019 | 63 | 2019 |
Analysis of large-scale multi-tenant {GPU} clusters for {DNN} training workloads M Jeon, S Venkataraman, A Phanishayee, J Qian, W Xiao, F Yang 2019 {USENIX} Annual Technical Conference ({USENIX}{ATC} 19), 947-960, 2019 | 51 | 2019 |
Forenscope: A framework for live forensics E Chan, S Venkataraman, F David, A Chaugule, R Campbell Proceedings of the 26th Annual Computer Security Applications Conference …, 2010 | 37 | 2010 |