The MADlib analytics library: or MAD skills, the SQL JM Hellerstein, C Ré, F Schoppmann, DZ Wang, E Fratkin, A Gorajek, ... Proceedings of the VLDB Endowment 5 (12), 1700-1711, 2012 | 537 | 2012 |
Towards a unified architecture for in-RDBMS analytics X Feng, A Kumar, B Recht, C Ré SIGMOD 2012, 2012 | 259 | 2012 |
Bolt-on Differential Privacy for Scalable Stochastic Gradient Descent-based Analytics X Wu, F Li, A Kumar, K Chaudhuri, S Jha, J Naughton ACM SIGMOD, 2017 | 252 | 2017 |
Materialization optimizations for feature selection workloads C Zhang, A Kumar, C Ré SIGMOD 2014, 2014 | 174 | 2014 |
Learning Generalized Linear Models Over Normalized Data A Kumar, J Naughton, JM Patel SIGMOD 2015, 2015 | 169 | 2015 |
Data Management in Machine Learning: Challenges, Techniques, and Systems A Kumar, M Boehm, J Yang SIGMOD Tutorial, 2017 | 164 | 2017 |
Model Selection Management Systems: The Next Frontier of Advanced Analytics A Kumar, R McCann, J Naughton, JM Patel SIGMOD Record, 2015 | 153 | 2015 |
Brainwash: A Data System for Feature Engineering. M Anderson, D Antenucci, V Bittorf, M Burgess, MJ Cafarella, A Kumar, ... CIDR 2013, 2013 | 150 | 2013 |
Model-based Pricing for Machine Learning in a Data Marketplace L Chen, P Koutris, A Kumar SIGMOD, 2019 | 126* | 2019 |
To Join or Not to Join? Thinking Twice about Joins before Feature Selection A Kumar, J Naughton, JM Patel, X Zhu SIGMOD 2016, 2016 | 126 | 2016 |
Towards Linear Algebra over Normalized Data L Chen, A Kumar, J Naughton, J Patel VLDB, 2017 | 101 | 2017 |
Hazy: Making it easier to build and maintain big-data analytics A Kumar, F Niu, C Ré Communications of the ACM 56 (3), 40-49, 2013 | 100 | 2013 |
Understanding and Benchmarking the Impact of GDPR on Database Systems S Shastri, V Banakar, M Wasserman, A Kumar, V Chidambaram VLDB, 2020 | 77 | 2020 |
Cerebro: A Data System for Optimized Deep Learning Model Selection S Nakandala, Y Zhang, A Kumar VLDB, 2020 | 66 | 2020 |
Data Management in Machine Learning Systems M Boehm, A Kumar, J Yang | 64 | 2019 |
On reducing delay in mobile data collection based wireless sensor networks AK Kumar, KM Sivalingam, A Kumar Wireless networks 19 (3), 285-299, 2013 | 56 | 2013 |
In-RDBMS Hardware Acceleration of Advanced Analytics D Mahajan, JK Kim, J Sacks, A Ardalan, A Kumar, H Esmaeilzadeh VLDB, 2018 | 55 | 2018 |
Energy-efficient mobile data collection in wireless sensor networks with delay reduction using wireless communication AK Kumar, KM Sivalingam Communication Systems and Networks (COMSNETS), 2010 Second International …, 2010 | 54 | 2010 |
Panorama: A Data System for Unbounded Vocabulary Querying over Video Y Zhang, A Kumar VLDB, 2020 | 42 | 2020 |
Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra S Li, L Chen, A Kumar SIGMOD, 2019 | 41 | 2019 |