Malinga Perera

According to our database, Malinga Perera authored at least 7 papers between 2019 and 2024.

Collaborative distances:

• Dijkstra number of four.
• Erdős number of four.

2024

Warm-Starting Contextual Bandits Under Latent Reward Scaling.

Bastian Oetomo, R. Malinga Perera, Renata Borovica-Gajic, Benjamin I. P. Rubinstein

Proceedings of the IEEE International Conference on Data Mining, 2024

2023

No DBA? No Regret! Multi-Armed Bandits for Index Tuning of Analytical and HTAP Workloads With Provable Guarantees.

R. Malinga Perera, Bastian Oetomo, Benjamin I. P. Rubinstein, Renata Borovica-Gajic

IEEE Trans. Knowl. Data Eng., December, 2023

Use of Reinforcement Learning in Self-tuning Physical Database Design Structures under Dynamic and Unexplored Workloads.

Malinga Perera

PhD thesis, 2023

2022

HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning.

R. Malinga Perera, Bastian Oetomo, Benjamin I. P. Rubinstein, Renata Borovica-Gajic

Proc. VLDB Endow., 2022

2021

Cutting to the Chase with Warm-Start Contextual Bandits.

Bastian Oetomo, R. Malinga Perera, Renata Borovica-Gajic, Benjamin I. P. Rubinstein

Proceedings of the IEEE International Conference on Data Mining, 2021

DBA bandits: Self-driving index tuning under ad-hoc, analytical workloads with safety guarantees.

R. Malinga Perera, Bastian Oetomo, Benjamin I. P. Rubinstein, Renata Borovica-Gajic

Proceedings of the 37th IEEE International Conference on Data Engineering, 2021

2019

A Note on Bounding Regret of the C$^2$UCB Contextual Combinatorial Bandit.

Bastian Oetomo, Malinga Perera, Renata Borovica-Gajic, Benjamin I. P. Rubinstein

CoRR, 2019