Renata Borovica

Orcid: 0000-0003-3503-4123

Affiliations:
  • University of Melbourne, School of Computing and Information Systems, Australia


According to our database1, Renata Borovica authored at least 49 papers between 2011 and 2024.

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Bibliography

2024
Diversity, Equity and Inclusion Activities in Database Conferences: A 2023 Report.
SIGMOD Rec., June, 2024

SeLeP: Learning Based Semantic Prefetching for Exploratory Database Workloads.
Proc. VLDB Endow., April, 2024

Maximal size constraint community search over bipartite graphs.
Knowl. Based Syst., 2024

Seventh International Workshop on Exploiting Artificial Intelligence Techniques for Data Management (aiDM).
Proceedings of the Companion of the 2024 International Conference on Management of Data, 2024

Spatial-Temporal Bipartite Graph Attention Network for Traffic Forecasting.
Proceedings of the Advances in Knowledge Discovery and Data Mining, 2024

A Fully On-Disk Updatable Learned Index.
Proceedings of the 40th IEEE International Conference on Data Engineering, 2024

2023
No DBA? No Regret! Multi-Armed Bandits for Index Tuning of Analytical and HTAP Workloads With Provable Guarantees.
IEEE Trans. Knowl. Data Eng., December, 2023

Reminiscences on Influential Papers.
SIGMOD Rec., September, 2023

Cutting to the chase with warm-start contextual bandits.
Knowl. Inf. Syst., September, 2023

Real-time Road Network Optimization with Coordinated Reinforcement Learning.
ACM Trans. Intell. Syst. Technol., August, 2023

Diversity, Equity and Inclusion Activities in Database Conferences: A 2022 Report.
SIGMOD Rec., June, 2023

Updatable Learned Indexes Meet Disk-Resident DBMS - From Evaluations to Design Choices.
Proc. ACM Manag. Data, 2023

A Simple Yet High-Performing On-disk Learned Index: Can We Have Our Cake and Eat it Too?
CoRR, 2023

Efficient Index Learning via Model Reuse and Fine-tuning.
Proceedings of the 39th IEEE International Conference on Data Engineering, ICDE 2023, 2023

2022
Energy Efficient Computing Systems: Architectures, Abstractions and Modeling to Techniques and Standards.
ACM Comput. Surv., January, 2022

Diversity and Inclusion Activities in Database Conferences: A 2021 Report.
SIGMOD Rec., 2022

HMAB: Self-Driving Hierarchy of Bandits for Integrated Physical Database Design Tuning.
Proc. VLDB Endow., 2022

Can you fixme? An intrinsic classification of contributor-identified spatial data issues using topic models.
Int. J. Geogr. Inf. Sci., 2022

Database Indexing and Query Processing (Dagstuhl Seminar 22111).
Dagstuhl Reports, 2022

Testing the Robustness of Learned Index Structures.
CoRR, 2022

Intelligent Autonomous Intersection Management.
CoRR, 2022

Solving Dynamic Graph Problems with Multi-Attention Deep Reinforcement Learning.
CoRR, 2022

Real-Time Intelligent Autonomous Intersection Management Using Reinforcement Learning.
Proceedings of the 2022 IEEE Intelligent Vehicles Symposium, 2022

A simulation study on prioritizing connected freight vehicles at intersections for traffic flow optimization (industrial paper).
Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022

Dynamic graph combinatorial optimization with multi-attention deep reinforcement learning.
Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022

e-SMARTS: a system to simulate intelligent traffic management solutions (demo paper).
Proceedings of the 30th International Conference on Advances in Geographic Information Systems, 2022

A multi-level caching architecture for stateful stream computation.
Proceedings of the 16th ACM International Conference on Distributed and Event-based Systems, 2022

2021
DBA bandits: Self-driving index tuning under ad-hoc, analytical workloads with safety guarantees.
Proceedings of the 37th IEEE International Conference on Data Engineering, 2021

2020
Harnessing spatio-temporal patterns in data for nominal attribute imputation.
Trans. GIS, 2020

GeoPrune: Efficiently Matching Trips in Ride-sharing Through Geometric Properties.
Proceedings of the SSDBM 2020: 32nd International Conference on Scientific and Statistical Database Management, 2020

Real-Time Lane Configuration with Coordinated Reinforcement Learning.
Proceedings of the Machine Learning and Knowledge Discovery in Databases: Applied Data Science Track, 2020

CrashSim: An Efficient Algorithm for Computing SimRank over Static and Temporal Graphs.
Proceedings of the 36th IEEE International Conference on Data Engineering, 2020

Highly Efficient and Scalable Multi-hop Ride-sharing.
Proceedings of the SIGSPATIAL '20: 28th International Conference on Advances in Geographic Information Systems, 2020

Function Interpolation for Learned Index Structures.
Proceedings of the Databases Theory and Applications, 2020

2019
Dynamic Graph Configuration with Reinforcement Learning for Connected Autonomous Vehicle Trajectories.
CoRR, 2019

GeoPrune: Efficiently Finding Shareable Vehicles Based on Geometric Properties.
CoRR, 2019

A Note on Bounding Regret of the C$^2$UCB Contextual Combinatorial Bandit.
CoRR, 2019

The five-minute rule 30 years later and its impact on the storage hierarchy.
Commun. ACM, 2019

2018
Smooth Scan: robust access path selection without cardinality estimation.
VLDB J., 2018

Finding All Nearest Neighbors with a Single Graph Traversal.
Proceedings of the Database Systems for Advanced Applications, 2018

2017
Robust Performance in Database Query Processing (Dagstuhl Seminar 17222).
Dagstuhl Reports, 2017

The Five-minute Rule Thirty Years Later and its Impact on the Storage Hierarchy.
Proceedings of the International Workshop on Accelerating Analytics and Data Management Systems Using Modern Processor and Storage Architectures, 2017

2016
Toward timely, predictable and cost-effective data analytics.
PhD thesis, 2016

Cheap Data Analytics using Cold Storage Devices.
Proc. VLDB Endow., 2016

2015
NoDB: efficient query execution on raw data files.
Commun. ACM, 2015

Smooth Scan: Statistics-oblivious access paths.
Proceedings of the 31st IEEE International Conference on Data Engineering, 2015

2012
NoDB in Action: Adaptive Query Processing on Raw Data.
Proc. VLDB Endow., 2012

Automated physical designers: what you see is (not) what you get.
Proceedings of the Fifth International Workshop on Testing Database Systems, 2012

2011
Challenges and Opportunities in Self-Managing Scientific Databases.
IEEE Data Eng. Bull., 2011


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