Arun Kumar
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인용
연도
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
4332012
Towards a unified architecture for in-RDBMS analytics
X Feng, A Kumar, B Recht, C Ré
SIGMOD 2012, 2012
2102012
Materialization optimizations for feature selection workloads
C Zhang, A Kumar, C Ré
SIGMOD 2014, 2014
1502014
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
1372017
Brainwash: A Data System for Feature Engineering.
M Anderson, D Antenucci, V Bittorf, M Burgess, MJ Cafarella, A Kumar, ...
CIDR 2013, 2013
1352013
Learning Generalized Linear Models Over Normalized Data
A Kumar, J Naughton, JM Patel
SIGMOD 2015, 2015
1292015
Model Selection Management Systems: The Next Frontier of Advanced Analytics
A Kumar, R McCann, J Naughton, JM Patel
SIGMOD Record, 2015
1232015
Data Management in Machine Learning: Challenges, Techniques, and Systems
A Kumar, M Boehm, J Yang
SIGMOD Tutorial, 2017
932017
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
892013
To Join or Not to Join? Thinking Twice about Joins before Feature Selection
A Kumar, J Naughton, JM Patel, X Zhu
SIGMOD 2016, 2016
842016
Towards Linear Algebra over Normalized Data
L Chen, A Kumar, J Naughton, J Patel
VLDB, 2017
542017
On reducing delay in mobile data collection based wireless sensor networks
AK Kumar, KM Sivalingam, A Kumar
Wireless networks 19 (3), 285-299, 2013
502013
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
502010
In-RDBMS Hardware Acceleration of Advanced Analytics
D Mahajan, JK Kim, J Sacks, A Ardalan, A Kumar, H Esmaeilzadeh
VLDB, 2018
392018
Data Management in Machine Learning Systems
M Boehm, A Kumar, J Yang
292019
Feature selection in enterprise analytics: a demonstration using an R-based data analytics system
P Konda, A Kumar, C Ré, V Sashikanth
Proceedings of the VLDB Endowment 6 (12), 1306-1309, 2013
272013
Cerebro: A Data System for Optimized Deep Learning Model Selection
S Nakandala, Y Zhang, A Kumar
VLDB, 2020
262020
Understanding and Benchmarking the Impact of GDPR on Database Systems
S Shastri, V Banakar, M Wasserman, A Kumar, V Chidambaram
VLDB, 2020
252020
A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics
A Thomas, A Kumar
VLDB, 2019
202019
Demonstration of Santoku: Optimizing Machine Learning over Normalized Data
A Kumar, M Jalal, B Yan, J Naughton, JM Patel
VLDB 2015, 2015
202015
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