PreVision: An Out-of-Core Matrix Computation System with Optimal Buffer Replacement
Summary: PreVision, an out-of-core matrix system, achieves near-optimal buffer replacement by exploiting deterministic access and proactive eviction to cut disk I/O. It delivers major I/O reductions and outperforms prior out-of-core matrix engines. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Kyoseung Koo (Seoul National University)
- 2. Sohyun Kim (Seoul National University)
- 3. Wonhyeon Kim (Seoul National University)
- 4. Yoojin Choi (Seoul National University)
- 5. Juhee Han (Seoul National University)
- 6. Bogyeong Kim (Seoul National University)
- 7. Bongki Moon (Seoul National University)
BibTeX Citation
@inproceedings{koo_sigmod24,
title = {{PreVision: An Out-of-Core Matrix Computation System with Optimal Buffer Replacement}},
author = {Koo, Kyoseung and Kim, Sohyun and Kim, Wonhyeon and Choi, Yoojin and Han, Juhee and Kim, Bogyeong and Moon, Bongki},
series = {{SIGMOD} '24},
booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
publisher = {Association for Computing Machinery},
doi = {10.1145/3639297},
url = {https://dl.acm.org/doi/10.1145/3639297},
year = {2024}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 10,666 | HyperMR: Efficient Hypergraph-enhanced Matrix Storage on Compute-in-Memory Architecture | 2025 | SIGMOD | 5.093636e-05 |
| 10,676 | Rapid Data Ingestion through DB-OS Co-design | 2025 | SIGMOD | 5.093636e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 8 of 8 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 231 | The LRU-K Page Replacement Algorithm For Database Disk Buffering | 1993 | SIGMOD | 0.00023846898 |
| 415 | SystemML: Declarative Machine Learning on Spark | 2016 | VLDB | 0.0001888524 |
| 637 | 2Q: A Low Overhead High Performance Buffer Management Replacement Algorithm | 1994 | VLDB | 0.0001547341 |
| 1,756 | SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle | 2020 | CIDR | 9.8172465e-05 |
| 3,205 | On Optimizing Operator Fusion Plans for Large-Scale Machine Learning in SystemML | 2018 | VLDB | 7.6386536e-05 |
| 3,459 | A Comparative Evaluation of Systems for Scalable Linear Algebra-based Analytics | 2018 | VLDB | 7.3953716e-05 |
| 4,137 | Optimizing I/O for Big Array Analytics | 2012 | VLDB | 6.8783832e-05 |
| 8,350 | FuseME: Distributed Matrix Computation Engine based on Cuboid-based Fused Operator and Plan Generation | 2022 | SIGMOD | 5.4460082e-05 |
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