Arun Kumar
TitleCited byYear
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
3072012
Towards a unified architecture for in-RDBMS analytics
X Feng, A Kumar, B Recht, C Ré
SIGMOD 2012, 2012
1502012
Materialization optimizations for feature selection workloads
C Zhang, A Kumar, C Ré
SIGMOD 2014, 2014
1102014
Brainwash: A Data System for Feature Engineering.
M Anderson, D Antenucci, V Bittorf, M Burgess, MJ Cafarella, A Kumar, ...
CIDR 2013, 2013
1032013
Learning Generalized Linear Models Over Normalized Data
A Kumar, J Naughton, JM Patel
SIGMOD 2015, 2015
812015
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
792013
Model Selection Management Systems: The Next Frontier of Advanced Analytics
A Kumar, R McCann, J Naughton, JM Patel
SIGMOD Record, 2015
692015
To Join or Not to Join? Thinking Twice about Joins before Feature Selection
A Kumar, J Naughton, JM Patel, X Zhu
SIGMOD 2016, 2016
462016
On reducing delay in mobile data collection based wireless sensor networks
AK Kumar, KM Sivalingam, A Kumar
Wireless networks 19 (3), 285-299, 2013
422013
Data Management in Machine Learning: Challenges, Techniques, and Systems
A Kumar, M Boehm, J Yang
SIGMOD Tutorial, 2017
412017
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
402017
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
402010
Towards Linear Algebra over Normalized Data
L Chen, A Kumar, J Naughton, J Patel
VLDB, 2017
262017
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
212013
In-RDBMS Hardware Acceleration of Advanced Analytics
D Mahajan, JK Kim, J Sacks, A Ardalan, A Kumar, H Esmaeilzadeh
VLDB, 2018
182018
Demonstration of Santoku: Optimizing Machine Learning over Normalized Data
A Kumar, M Jalal, B Yan, J Naughton, JM Patel
VLDB 2015, 2015
102015
Probabilistic management of OCR data using an RDBMS
A Kumar, C Ré
Proceedings of the VLDB Endowment 5 (4), 322-333, 2011
102011
SpeakQL: Towards Speech-driven Multi-modal Querying
D Chandarana, V Shah, A Kumar, L Saul
SIGMOD 2017 HILDA Workshop, 2017
82017
A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics
A Thomas, A Kumar
VLDB, 2019
52019
Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers?
V Shah, A Kumar, X Zhu
VLDB, 2018
42018
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Articles 1–20