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Arun Kumar
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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
5432012
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
2622017
Towards a unified architecture for in-RDBMS analytics
X Feng, A Kumar, B Recht, C Ré
SIGMOD 2012, 2012
2612012
Data Management in Machine Learning: Challenges, Techniques, and Systems
A Kumar, M Boehm, J Yang
SIGMOD Tutorial, 2017
1822017
Materialization optimizations for feature selection workloads
C Zhang, A Kumar, C Ré
SIGMOD 2014, 2014
1802014
Learning Generalized Linear Models Over Normalized Data
A Kumar, J Naughton, JM Patel
SIGMOD 2015, 2015
1752015
Model Selection Management Systems: The Next Frontier of Advanced Analytics
A Kumar, R McCann, J Naughton, JM Patel
SIGMOD Record, 2015
1602015
Brainwash: A Data System for Feature Engineering.
M Anderson, D Antenucci, V Bittorf, M Burgess, MJ Cafarella, A Kumar, ...
CIDR 2013, 2013
1512013
Model-based Pricing for Machine Learning in a Data Marketplace
L Chen, P Koutris, A Kumar
SIGMOD, 2019
148*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
1462016
Towards Linear Algebra over Normalized Data
L Chen, A Kumar, J Naughton, J Patel
VLDB, 2017
1082017
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
1032013
Understanding and Benchmarking the Impact of GDPR on Database Systems
S Shastri, V Banakar, M Wasserman, A Kumar, V Chidambaram
VLDB, 2020
862020
Cerebro: A Data System for Optimized Deep Learning Model Selection
S Nakandala, Y Zhang, A Kumar
VLDB, 2020
772020
Data Management in Machine Learning Systems
M Boehm, A Kumar, J Yang
692019
In-RDBMS Hardware Acceleration of Advanced Analytics
D Mahajan, JK Kim, J Sacks, A Ardalan, A Kumar, H Esmaeilzadeh
VLDB, 2018
632018
On reducing delay in mobile data collection based wireless sensor networks
AK Kumar, KM Sivalingam, A Kumar
Wireless networks 19 (3), 285-299, 2013
572013
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
542010
Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra
S Li, L Chen, A Kumar
SIGMOD, 2019
452019
Panorama: A Data System for Unbounded Vocabulary Querying over Video
Y Zhang, A Kumar
VLDB, 2020
432020
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