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Dana Van Aken
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Automatic database management system tuning through large-scale machine learning
D Van Aken, A Pavlo, GJ Gordon, B Zhang
Proceedings of the 2017 ACM international conference on management of data …, 2017
4372017
Self-Driving Database Management Systems.
A Pavlo, G Angulo, J Arulraj, H Lin, J Lin, L Ma, P Menon, TC Mowry, ...
CIDR 4, 1, 2017
2262017
Query-based workload forecasting for self-driving database management systems
L Ma, D Van Aken, A Hefny, G Mezerhane, A Pavlo, GJ Gordon
Proceedings of the 2018 International Conference on Management of Data, 631-645, 2018
1522018
An evaluation of distributed concurrency control
R Harding, D Van Aken, A Pavlo, M Stonebraker
Proceedings of the VLDB Endowment 10 (5), 553-564, 2017
1042017
Customizable and Extensible Deployment for {Mobile/Cloud} Applications
I Zhang, A Szekeres, D Van Aken, I Ackerman, SD Gribble, ...
11th USENIX Symposium on Operating Systems Design and Implementation (OSDI …, 2014
802014
A demonstration of the ottertune automatic database management system tuning service
B Zhang, D Van Aken, J Wang, T Dai, S Jiang, J Lao, S Sheng, A Pavlo, ...
Proceedings of the VLDB Endowment 11 (12), 1910-1913, 2018
312018
An inquiry into machine learning-based automatic configuration tuning services on real-world database management systems
D Van Aken, D Yang, S Brillard, A Fiorino, B Zhang, C Bilien, A Pavlo
Proceedings of the VLDB Endowment 14 (7), 1241-1253, 2021
282021
External vs. internal: an essay on machine learning agents for autonomous database management systems
A Pavlo, M Butrovich, A Joshi, L Ma, P Menon, D Van Aken, L Lee, ...
IEEE bulletin 42 (2), 2019
222019
Make your database system dream of electric sheep: towards self-driving operation
A Pavlo, M Butrovich, L Ma, P Menon, WS Lim, D Van Aken, W Zhang
Proceedings of the VLDB Endowment 14 (12), 3211-3221, 2021
52021
BenchPress: dynamic workload control in the OLTP-bench testbed
D Van Aken, DE Difallah, A Pavlo, C Curino, P Cudré-Mauroux
Proceedings of the 2015 ACM SIGMOD International Conference on Management of …, 2015
52015
On Automatic Database Management System Tuning Using Machine Learning
D Van Aken
Carnegie Mellon University, 2021
2021
2021 Theses by Author
A BAWEJA, B BOHRER, A BOLLU, E CAVALLO, S CHAUDHRY, ...
BAWEJA, Anubhav CMU-CS-21-133 BOHRER, Brandon CMU-CS-21-115 BOLLU, Anand CMU-CS-21-124 CAVALLO, Evan CMU-CS-21-100
S CHAUDHRY, DD CHEN, J CHEN, Z CHEN, T CHU, A DAS, W DING, ...
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