Optimizing I/O for Big Array Analytics
Summary: Introduces a declarative framework for big array analytics via nested-loop tasks, exposing shared I/O opportunities. An optimizer finds execution plans that exploit cross-step I/O sharing, yielding notable data-movement savings. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
BibTeX Citation
@article{zhang_vldb12,
title = {{Optimizing I/O for Big Array Analytics}},
author = {Zhang, Yi and Yang, Jun},
journal = {PVLDB},
series = {{VLDB} '12},
volume = {8},
number = {12},
pages = {1666--1677},
doi = {10.14778/2824032.2824057},
url = {https://doi.org/10.14778/2824032.2824057},
year = {2012}
}Incoming Citations (Sorted by Pagerank)
Showing 6 of 6 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,081 | Hybrid Parallelization Strategies for Large-Scale Machine Learning in SystemML | 2014 | VLDB | 0.00012123917 |
| 1,255 | Data Management in Machine Learning: Challenges, Techniques, and Systems | 2017 | SIGMOD | 0.00011325762 |
| 4,525 | Just-in-time compilation for SQL query processing | 2013 | VLDB | 6.5616553e-05 |
| 5,457 | Code generation for efficient query processing in managed runtimes | 2014 | VLDB | 6.1239347e-05 |
| 7,789 | Measuring and Optimizing Distributed Array Programs | 2016 | VLDB | 5.4521754e-05 |
| 8,768 | PreVision: An Out-of-Core Matrix Computation System with Optimal Buffer Replacement | 2024 | SIGMOD | 5.2814045e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 9 of 9 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 14 | MonetDB/X100: Hyper-Pipelining Query Execution | 2005 | CIDR | 0.00064031282 |
| 29 | Fast Algorithms for Mining Association Rules | 1994 | VLDB | 0.0005121339 |
| 129 | Efficient and Extensible Algorithms for Multi Query Optimization | 2000 | SIGMOD | 0.0003040756 |
| 248 | Overview of SciDB: Large Scale Array Storage, Processing and Analysis | 2010 | SIGMOD | 0.00023189805 |
| 389 | QPipe: A Simultaneously Pipelined Relational Query Engine | 2005 | SIGMOD | 0.00019269777 |
| 762 | Cooperative Scans: Dynamic Bandwidth Sharing in a DBMS | 2007 | VLDB | 0.00014140446 |
| 1,040 | The DataPath System: A Data-Centric Analytic Processing Engine for Large Data Warehouses | 2010 | SIGMOD | 0.00012364063 |
| 1,044 | RIOT: I/O-Efficient Numerical Computing without SQL | 2009 | CIDR | 0.00012332595 |
| 9,756 | Storing Matrices on Disk: Theory and Practice Revisited | 2011 | VLDB | 5.1349531e-05 |
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