References
- NoisePage. https://noise.page.
- S. Chaudhuri and V. R. Narasayya. An efficient cost-driven index selection tool for Microsoft SQL Server. In VLDB, pages 146-155, 1997.
- G. C. Durand, M. Pinnecke, R. Piriyev, M. Mohsen, D. Broneske, G. Saake, M. S. Sekeran, F. Rodriguez,and L. Balami. Grid formation: Towards self-driven online data partitioning using reinforcement learning. aiDM'18, pages 1:1-1:7, 2018.
- A. Ganapathi, H. Kuno, U. Dayal, J. L. Wiener, A. Fox, M. Jordan, and D. Patterson. Predicting multiple metrics for queries: Better decisions enabled by machine learning. In International Conference on Data Engineering, pages 592-6017. IEEE, 2009.
- M. Hammer. Self-adaptive automatic database design. In National Computer Conference, AFIPS' 77,pages 123-129, 1977.
- B. Hilprecht, C. Binnig, and U. Rohm. Towards learning a partitioning advisor with deep reinforcement learning. In aiDM@SIGMOD, pages 6:1-6:4, 2019.
- R. Marcus and O. Papaemmanouil. Towards a hands-free query optimizer through deep learning. In CIDR 2019, 9th Biennial Conference on Innovative Data Systems Research, 2019.
- R. Nehme and N. Bruno. Automated partitioning design in parallel database systems. In SIGMOD,SIGMOD, pages 1137-1148, 2011.
- A. Pavlo et al. Make Your Database Dream of Electric Sheep: Engineering for Self-Driving Operation.2019. Under Submission.
- A. Sharma, F. M. Schuhknecht, and J. Dittrich. The case for automatic database administration using deep reinforcement learning. CoRR, abs/1801.05643, 2018.
- D. Van Aken, A. Pavlo, G. J. Gordon, and B. Zhang. Automatic database management system tuning through large-scale machine learning. Proceedings of the 2017 ACM International Conference on Management of Data, SIGMOD '17, pages 1009-1024, 2017.
- G. Weikum, C. Hasse, A. Monkeberg, and P. Zabback. The COMFORT automatic tuning project. Information Systems, 19(5):381-432, July 1994. https://doi.org/10.1016/0306-4379(94)90004-3
- B. Xi, Z. Liu, M. Raghavachari, C. H. Xia, and L. Zhang. A smart hill-climbing algorithm for application server configuration. In WWW, pages 287-296, 2004.
- D. C. Zilio, J. Rao, S. Lightstone, G. Lohman, A. Storm, C. Garcia-Arellano, and S. Fadden. DB2 design advisor: integrated automatic physical database design. In VLDB, pages 1087-1097, 2004.