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ORCIDMalinga Perera
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Books and Theses
- 2023
[b1]Malinga Perera:
Use of Reinforcement Learning in Self-tuning Physical Database Design Structures under Dynamic and Unexplored Workloads. University of Melbourne, Parkville, Victoria, Australia, 2023
Journal Articles
- 2023
- [j3]Bastian Oetomo
, R. Malinga Perera, Renata Borovica-Gajic, Benjamin I. P. Rubinstein:
Cutting to the chase with warm-start contextual bandits. Knowl. Inf. Syst. 65(9): 3533-3565 (2023) - [j2]R. Malinga Perera, Bastian Oetomo, Benjamin I. P. Rubinstein, Renata Borovica-Gajic:
No DBA? No Regret! Multi-Armed Bandits for Index Tuning of Analytical and HTAP Workloads With Provable Guarantees. IEEE Trans. Knowl. Data Eng. 35(12): 12855-12872 (2023) - 2022
- [j1]R. Malinga Perera, Bastian Oetomo, Benjamin I. P. Rubinstein, Renata Borovica-Gajic:
HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning. Proc. VLDB Endow. 16(2): 216-229 (2022)
Conference and Workshop Papers
- 2021
- [c2]R. Malinga Perera, Bastian Oetomo, Benjamin I. P. Rubinstein, Renata Borovica-Gajic:
DBA bandits: Self-driving index tuning under ad-hoc, analytical workloads with safety guarantees. ICDE 2021: 600-611 - [c1]Bastian Oetomo, R. Malinga Perera, Renata Borovica-Gajic, Benjamin I. P. Rubinstein:
Cutting to the Chase with Warm-Start Contextual Bandits. ICDM 2021: 459-468
Informal and Other Publications
- 2021
- [i3]R. Malinga Perera, Bastian Oetomo, Benjamin I. P. Rubinstein, Renata Borovica-Gajic:
No DBA? No regret! Multi-armed bandits for index tuning of analytical and HTAP workloads with provable guarantees. CoRR abs/2108.10130 (2021) - 2020
- [i2]Malinga Perera, Bastian Oetomo, Benjamin I. P. Rubinstein, Renata Borovica-Gajic:
DBA bandits: Self-driving index tuning under ad-hoc, analytical workloads with safety guarantees. CoRR abs/2010.09208 (2020) - 2019
- [i1]Bastian Oetomo, Malinga Perera, Renata Borovica-Gajic, Benjamin I. P. Rubinstein:
A Note on Bounding Regret of the C$^2$UCB Contextual Combinatorial Bandit. CoRR abs/1902.07500 (2019)
Coauthor Index
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