Storing Matrices on Disk: Theory and Practice Revisited
Summary: Proposes Linearized Array B-tree (LAB-tree) for on-disk matrices with flexible layouts that adapt to sparsity patterns across portions of an array and over time. Revisits B-tree insert/split strategies and flushing policies, proposing theoretically guaranteed and empirically strong alternatives for scalable matrix storage. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yi Zhang (Duke University)
- 2. Kamesh Munagala (Duke University)
- 3. Jun Yang (Duke University)
BibTeX Citation
@article{zhang_vldb11,
title = {{Storing Matrices on Disk: Theory and Practice Revisited}},
author = {Zhang, Yi and Munagala, Kamesh and Yang, Jun},
journal = {PVLDB},
series = {{VLDB} '11},
volume = {4},
number = {11},
pages = {1075--1086},
doi = {10.14778/3402707.3402743},
url = {https://doi.org/10.14778/3402707.3402743},
year = {2011}
}
Incoming Citations (Sorted by Pagerank)
Showing 3 of 3 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,226 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011432354 |
| 4,231 | Optimizing I/O for Big Array Analytics | 2012 | VLDB | 6.7050212e-05 |
| 11,177 | HyperMR: Efficient Hypergraph-enhanced Matrix Storage on Compute-in-Memory Architecture | 2025 | SIGMOD | 4.9605343e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 5 of 5 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 154 | MAD Skills: New Analysis Practices for Big Data | 2009 | VLDB | 0.00028524078 |
| 247 | Overview of SciDB: Large Scale Array Storage, Processing and Analysis | 2010 | SIGMOD | 0.00023119762 |
| 1,050 | RIOT: I/O-Efficient Numerical Computing without SQL | 2009 | CIDR | 0.00012291671 |
| 3,068 | The Case for RodentStore, an Adaptive, Declarative Storage System | 2009 | CIDR | 7.6696594e-05 |
| 3,374 | Optimal Policy For Batch Operations: Backup, Checkpointing, Reorganization, And Updating | 1977 | SIGMOD | 7.3477596e-05 |
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