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Budget-Conscious Fine-Grained Configuration Optimization for Spatio-Temporal Applications

Summary: LP-based, fine-grained optimization of compression, sorting, indexing, tiering, and horizontal partitioning for spatio-temporal workloads under DRAM budgets. Extends with reconfiguration costs and worst-case guarantees, showing memory-footprint reductions or performance gains over heuristics on real data. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hff78e24d47d7b1b7
Venue
VLDB
Year
2022
Pagerank
4.9605343e-05
Overall Rank
11,971 | 19.76%
DOI
10.14778/3565838.3565858
PDF
Download (CC BY-NC-ND 4.0)

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Authors

BibTeX Citation

@article{richly_vldb22,
        title = {{Budget-Conscious Fine-Grained Configuration Optimization for Spatio-Temporal Applications}},
        author = {Richly, Keven and Schlosser, Rainer and Boissier, Martin},
        journal = {PVLDB},
        series = {{VLDB} '22},
        volume = {15},
        number = {13},
        pages = {4079--4092},
        doi = {10.14778/3565838.3565858},
        url = {https://doi.org/10.14778/3565838.3565858},
        year = {2022}
}

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Outgoing Citations (Sorted by Pagerank)

Showing 20 of 20 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank Cited Paper Year Venue Pagerank
61 Integrating Compression and Execution in Column-Oriented Database Systems 2006 SIGMOD 0.00039323387
74 Automatic Database Management System Tuning Through Large-scale Machine Learning 2017 SIGMOD 0.00037164008
189 DB2 Design Advisor: Integrated Automatic Physical Database Design 2004 VLDB 0.00025846085
224 Self-Driving Database Management Systems 2017 CIDR 0.00023973185
375 Umbra: A Disk-Based System with In-Memory Performance 2020 CIDR 0.00019660459
545 Plan-Structured Deep Neural Network Models for Query Performance Prediction 2019 VLDB 0.0001657599
894 Data Blocks: Hybrid OLTP and OLAP on Compressed Storage using both Vectorization and Compilation 2016 SIGMOD 0.00013179915
1,400 Magic mirror in my hand, which is the best in the land? An Experimental Evaluation of Index Selection Algorithms 2020 VLDB 0.00010759064
1,777 How to Wring a Table Dry: Entropy Compression of Relations and Querying of Compressed Relations 2006 VLDB 9.6652791e-05
1,823 CoPhy: A Scalable, Portable, and Interactive Index Advisor for Large Workloads 2011 VLDB 9.5457638e-05
1,958 Quantifying TPC-H Choke Points and Their Optimizations 2020 VLDB 9.2894133e-05
2,147 Quickstep: A Data Platform Based on the Scaling-Up Approach 2018 VLDB 8.9595129e-05
2,881 Exploiting Directly-Attached NVMe Arrays in DBMS 2020 CIDR 7.8945474e-05
3,655 UDO: Universal Database Optimization using Reinforcement Learning 2021 VLDB 7.1137504e-05
4,151 ST2B-tree: A Self-Tunable Spatio-Temporal B+-tree Index for Moving Objects 2008 SIGMOD 6.7619457e-05
5,181 NashDB: An End-to-End Economic Method for Elastic Database Fragmentation, Replication, and Provisioning 2018 SIGMOD 6.2255681e-05
5,866 Compression Aware Physical Database Design 2011 VLDB 5.9492579e-05
7,753 High-Performance Geospatial Analytics in HyPerSpace 2016 SIGMOD 5.4436024e-05
8,589 Robust and Budget-Constrained Encoding Configurations for In-Memory Database Systems 2022 VLDB 5.2937865e-05
9,966 In-Memory for the Masses: Enabling Cost-Efficient Deployments of In-Memory Data Management Platforms for Business Applications 2019 VLDB 5.0910746e-05
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