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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
5342012
Towards a unified architecture for in-RDBMS analytics
X Feng, A Kumar, B Recht, C Ré
SIGMOD 2012, 2012
2582012
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
2492017
Materialization optimizations for feature selection workloads
C Zhang, A Kumar, C Ré
SIGMOD 2014, 2014
1732014
Learning Generalized Linear Models Over Normalized Data
A Kumar, J Naughton, JM Patel
SIGMOD 2015, 2015
1692015
Data Management in Machine Learning: Challenges, Techniques, and Systems
A Kumar, M Boehm, J Yang
SIGMOD Tutorial, 2017
1612017
Model Selection Management Systems: The Next Frontier of Advanced Analytics
A Kumar, R McCann, J Naughton, JM Patel
SIGMOD Record, 2015
1532015
Brainwash: A Data System for Feature Engineering.
M Anderson, D Antenucci, V Bittorf, M Burgess, MJ Cafarella, A Kumar, ...
CIDR 2013, 2013
1492013
To Join or Not to Join? Thinking Twice about Joins before Feature Selection
A Kumar, J Naughton, JM Patel, X Zhu
SIGMOD 2016, 2016
1252016
Model-based Pricing for Machine Learning in a Data Marketplace
L Chen, P Koutris, A Kumar
SIGMOD, 2019
124*2019
Towards Linear Algebra over Normalized Data
L Chen, A Kumar, J Naughton, J Patel
VLDB, 2017
1012017
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
1002013
Understanding and Benchmarking the Impact of GDPR on Database Systems
S Shastri, V Banakar, M Wasserman, A Kumar, V Chidambaram
VLDB, 2020
772020
Cerebro: A Data System for Optimized Deep Learning Model Selection
S Nakandala, Y Zhang, A Kumar
VLDB, 2020
642020
Data Management in Machine Learning Systems
M Boehm, A Kumar, J Yang
612019
In-RDBMS Hardware Acceleration of Advanced Analytics
D Mahajan, JK Kim, J Sacks, A Ardalan, A Kumar, H Esmaeilzadeh
VLDB, 2018
562018
On reducing delay in mobile data collection based wireless sensor networks
AK Kumar, KM Sivalingam, A Kumar
Wireless networks 19 (3), 285-299, 2013
562013
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
Panorama: A Data System for Unbounded Vocabulary Querying over Video
Y Zhang, A Kumar
VLDB, 2020
422020
Enabling and Optimizing Non-linear Feature Interactions in Factorized Linear Algebra
S Li, L Chen, A Kumar
SIGMOD, 2019
412019
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