| Automatic dimensionality selection from the scree plot via the use of profile likelihood M Zhu, A Ghodsi Computational Statistics & Data Analysis 51 (2), 918-930, 2006 | 409 | 2006 |
| Supervised principal component analysis: Visualization, classification and regression on subspaces and submanifolds E Barshan, A Ghodsi, Z Azimifar, MZ Jahromi Pattern Recognition 44 (7), 1357-1371, 2011 | 335 | 2011 |
| Accelerating the machine learning lifecycle with MLflow. M Zaharia, A Chen, A Davidson, A Ghodsi, SA Hong, A Konwinski, ... IEEE Data Eng. Bull. 41 (4), 39-45, 2018 | 271 | 2018 |
| Sentiment analysis based on improved pre-trained word embeddings SM Rezaeinia, R Rahmani, A Ghodsi, H Veisi Expert Systems with Applications 117, 139-147, 2019 | 257 | 2019 |
| Dimensionality reduction a short tutorial A Ghodsi Department of Statistics and Actuarial Science, Univ. of Waterloo, Ontario …, 2006 | 255 | 2006 |
| Coordination avoidance in database systems (Extended version) P Bailis, A Fekete, MJ Franklin, A Ghodsi, JM Hellerstein, I Stoica arXiv preprint arXiv:1402.2237, 2014 | 240 | 2014 |
| Choosy: Max-min fair sharing for datacenter jobs with constraints A Ghodsi, M Zaharia, S Shenker, I Stoica Proceedings of the 8th ACM European Conference on Computer Systems, 365-378, 2013 | 228 | 2013 |
| A berkeley view of systems challenges for ai I Stoica, D Song, RA Popa, D Patterson, MW Mahoney, R Katz, ... arXiv preprint arXiv:1712.05855, 2017 | 218 | 2017 |
| Deep learning enables de novo peptide sequencing from data-independent-acquisition mass spectrometry NH Tran, R Qiao, L Xin, X Chen, C Liu, X Zhang, B Shan, A Ghodsi, M Li Nature methods 16 (1), 63-66, 2019 | 204 | 2019 |
| {GRASS}: Trimming stragglers in approximation analytics G Ananthanarayanan, MCC Hung, X Ren, I Stoica, A Wierman, M Yu 11th {USENIX} Symposium on Networked Systems Design and Implementation …, 2014 | 183 | 2014 |
| 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 | 177 | 2017 |
| Structured streaming: A declarative api for real-time applications in apache spark M Armbrust, T Das, J Torres, B Yavuz, S Zhu, R Xin, A Ghodsi, I Stoica, ... Proceedings of the 2018 International Conference on Management of Data, 601-613, 2018 | 173 | 2018 |
| Scalable atomic visibility with RAMP transactions P Bailis, A Fekete, A Ghodsi, JM Hellerstein, I Stoica ACM Transactions on Database Systems (TODS) 41 (3), 1-45, 2016 | 167 | 2016 |
| Symmetric replication for structured peer-to-peer systems A Ghodsi, LO Alima, S Haridi DBISP2P 5 (06), 74-85, 2005 | 165 | 2005 |
| Distributed k-ary system: Algorithms for distributed hash tables A Ghodsi KTH, 2006 | 157 | 2006 |
| {HUG}: Multi-resource fairness for correlated and elastic demands M Chowdhury, Z Liu, A Ghodsi, I Stoica 13th {USENIX} Symposium on Networked Systems Design and Implementation …, 2016 | 153 | 2016 |
| Hierarchical scheduling for diverse datacenter workloads AA Bhattacharya, D Culler, E Friedman, A Ghodsi, S Shenker, I Stoica Proceedings of the 4th annual Symposium on Cloud Computing, 1-15, 2013 | 141 | 2013 |
| On challenges in machine learning model management S Schelter, F Biessmann, T Januschowski, D Salinas, S Seufert, ... | 138 | 2015 |
| Scaling spark in the real world: performance and usability M Armbrust, T Das, A Davidson, A Ghodsi, A Or, J Rosen, I Stoica, ... Proceedings of the VLDB Endowment 8 (12), 1840-1843, 2015 | 135 | 2015 |
| The missing piece in complex analytics: Low latency, scalable model management and serving with velox D Crankshaw, P Bailis, JE Gonzalez, H Li, Z Zhang, MJ Franklin, A Ghodsi, ... arXiv preprint arXiv:1409.3809, 2014 | 117 | 2014 |
