Auto-Approximation of Graph Computing
Summary: Automatically synthesizes approximate graph programs from exact implementations, without algorithm-specific redesign or knowledge. Demonstrates broad applicability across graph algorithms and real large graphs, trading controllable accuracy for substantial efficiency gains. (summarized by gpt-5.6-luna on Jul 24 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Zechao Shang (Chinese University of Hong Kong)
- 2. Jeffrey Xu Yu (Chinese University of Hong Kong)
BibTeX Citation
@article{shang_vldb14,
title = {{Auto-Approximation of Graph Computing}},
author = {Shang, Zechao and Yu, Jeffrey Xu},
journal = {PVLDB},
series = {{VLDB} '14},
volume = {7},
number = {14},
doi = {10.14778/2733085.2733090},
url = {https://doi.org/10.14778/2733085.2733090},
year = {2014}
}Incoming Citations (Sorted by Pagerank)
Showing 1 of 1 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 11,842 | Ariadne: Online Provenance for Big Graph Analytics | 2019 | SIGMOD | 5.093636e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 11 of 11 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3 | Pregel: A System for Large-Scale Graph Processing | 2010 | SIGMOD | 0.0012250108 |
| 20 | Distributed GraphLab: A Framework for Machine Learning and Data Mining in the Cloud | 2012 | VLDB | 0.00056944564 |
| 232 | LinkBench: a Database Benchmark Based on the Facebook Social Graph | 2013 | SIGMOD | 0.00023830978 |
| 363 | Approximate Query Processing: Taming the TeraBytes! A Tutorial | 2001 | VLDB | 0.0002005475 |
| 436 | Trinity: A Distributed Graph Engine on a Memory Cloud | 2013 | SIGMOD | 0.00018504439 |
| 487 | From "Think Like a Vertex" to "Think Like a Graph" | 2014 | VLDB | 0.00017645653 |
| 1,116 | Large Graph Processing in the Cloud | 2010 | SIGMOD | 0.0001210972 |
| 1,474 | Asynchronous Large-Scale Graph Processing Made Easy | 2013 | CIDR | 0.0001066385 |
| 3,096 | Early Accurate Results for Advanced Analytics on MapReduce | 2012 | VLDB | 7.7629371e-05 |
| 3,499 | Unicorn: A System for Searching the Social Graph | 2013 | VLDB | 7.362886e-05 |
| 5,287 | PREDIcT: Towards Predicting the Runtime of Large Scale Iterative Analytics | 2013 | VLDB | 6.2815429e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 1,875 | Large-Scale Distributed Graph Computing Systems: An Experimental Evaluation | 2015 | VLDB |
| 2 | 2,798 | Incremental Graph Computations: Doable and Undoable | 2017 | SIGMOD |
| 3 | 6,345 | Clustering Uncertain Graphs | 2018 | VLDB |
| 4 | 4,443 | Incrementalizing Graph Algorithms | 2021 | SIGMOD |
| 5 | 11,641 | Approximation Algorithms for Large Scale Data Analysis | 2021 | PODS |
| 6 | 9,387 | Efficient Algorithms for Pseudoarboricity Computation in Large Static and Dynamic Graphs | 2024 | VLDB |
| 7 | 9,009 | Efficient Approximations of Conjunctive Queries | 2012 | PODS |
| 8 | 11,756 | Approximate Pattern Matching in Massive Graphs with Precision and Recall Guarantees | 2020 | SIGMOD |
| 9 | 4,474 | Querying Big Graphs within Bounded Resources | 2014 | SIGMOD |
| 10 | 11,762 | Simulation-based Approximate Graph Pattern Matching | 2020 | SIGMOD |