Cost-efficient Data Acquisition on Online Data Marketplaces for Correlation Analysis
Summary: DANCE, a middleware for cost-efficient data acquisition from marketplaces, maximizes correlation between requested attributes. Offline builds a two-layer join graph from samples; online searches under quality, budget, and join informativeness constraints use an MCMC-based heuristic for an NP-hard problem. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yanying Li (Stevens Institute of Technology)
- 2. Haipei Sun (Stevens Institute of Technology)
- 3. Boxiang Dong (Montclair State University)
- 4. Hui (Wendy) Wang (Stevens Institute of Technology)
BibTeX Citation
@article{li_vldb19,
title = {{Cost-efficient Data Acquisition on Online Data Marketplaces for Correlation Analysis}},
author = {Li, Yanying and Sun, Haipei and Dong, Boxiang and Wang, Hui (Wendy)},
journal = {PVLDB},
series = {{VLDB} '19},
volume = {12},
number = {4},
pages = {362--375},
doi = {10.14778/3297753.3297757},
url = {https://doi.org/10.14778/3297753.3297757},
year = {2019}
}Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,609 | Responsible Data Integration: Next-generation Challenges | 2022 | SIGMOD | 6.0689501e-05 |
| 11,536 | Enabling Adaptive Sampling for Intra-Window Join: Simultaneously Optimizing Quantity and Quality | 2024 | SIGMOD | 4.9793485e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 10 of 10 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 33 | Consistent Query Answers in Inconsistent Databases | 1999 | PODS | 0.00049349003 |
| 649 | Discovering Data Quality Rules | 2008 | VLDB | 0.00015149865 |
| 750 | Join Size Estimation Subject to Filter Conditions | 2015 | VLDB | 0.00014265196 |
| 1,291 | Extending Dependencies with Conditions | 2007 | VLDB | 0.00011156154 |
| 1,345 | Reverse Engineering Complex Join Queries | 2013 | SIGMOD | 0.00010953079 |
| 1,593 | Data Markets in the Cloud: An Opportunity for the Database Community | 2011 | VLDB | 0.00010135008 |
| 1,776 | Sample-Driven Schema Mapping | 2012 | SIGMOD | 9.6674087e-05 |
| 3,625 | Summary Graphs for Relational Database Schemas | 2011 | VLDB | 7.1526073e-05 |
| 5,977 | QueryMarket Demonstration: Pricing for Online Data Markets | 2012 | VLDB | 5.9291811e-05 |
| 9,318 | Stochastic Data Acquisition for Answering Queries as Time Goes by | 2017 | VLDB | 5.195149e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| # | Overall Rank | Paper | Year | Venue |
|---|---|---|---|---|
| 1 | 9,086 | Multivariate Correlations Discovery in Static and Streaming Data | 2022 | VLDB |
| 2 | 5,977 | QueryMarket Demonstration: Pricing for Online Data Markets | 2012 | VLDB |
| 3 | 4,051 | Crowd-Based Deduplication: An Adaptive Approach | 2015 | SIGMOD |
| 4 | 3,015 | Data Acquisition for Improving Machine Learning Models | 2021 | VLDB |
| 5 | 9,124 | Sharing-Aware Horizontal Partitioning for Exploiting Correlations During Query Processing | 2010 | VLDB |
| 6 | 2,329 | Correlation Maps: A Compressed Access Method for Exploiting Soft Functional Dependencies | 2009 | VLDB |
| 7 | 9,775 | Online Optimization and Fair Costing for Dynamic Data Sharing in a Cloud Data Market | 2014 | SIGMOD |
| 8 | 5,414 | Towards Distribution-aware Query Answering in Data Markets | 2022 | VLDB |
| 9 | 2,387 | Query-Based Data Pricing | 2012 | PODS |
| 10 | 3,090 | Correlation Sketches for Approximate Join-Correlation Queries | 2021 | SIGMOD |