Big Data Integration

Summary: BDI challenges: scale, dynamism, heterogeneity, and varied data quality across thousands of sources. Survey of progress in schema mapping, record linkage, and data fusion; identifies open problems for the data-management community. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 10754
Venue: VLDB
Year: 2013
Pagerank: 0.00018661543
Overall Rank: 427 | 97.08%
DOI: 10.14778/2536222.2536253

Incoming Non-self Citations Over Time

Authors

1. Xin Luna Dong (Google)
2. Divesh Srivastava (AT&T)

BibTeX Citation

@article{dong_vldb13,
        title = {{Big Data Integration}},
        author = {Dong, Xin Luna and Srivastava, Divesh},
        journal = {PVLDB},
        series = {{VLDB} '13},
        volume = {6},
        number = {11},
        pages = {1188--1191},
        doi = {10.14778/2536222.2536253},
        url = {https://doi.org/10.14778/2536222.2536253},
        year = {2013}
}

Incoming Citations (Sorted by Pagerank)

Showing 40 of 40 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
205	Snorkel: Rapid Training Data Creation with Weak Supervision	2018	VLDB	0.00025235185
749	Data Lake Management: Challenges and Opportunities	2019	VLDB	0.00014379989
1,094	Snuba: Automating Weak Supervision to Label Training Data	2019	VLDB	0.00012214617
1,351	Detecting Data Errors: Where are we and what needs to be done?	2016	VLDB	0.00011064851
1,736	A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data	2014	SIGMOD	9.8984415e-05
2,025	Data Market Platforms: Trading Data Assets to Solve Data Problems	2020	VLDB	9.2903125e-05
2,169	Data Integration: After the Teenage Years	2017	PODS	9.0436759e-05
2,307	Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation	2014	SIGMOD	8.7750499e-05
3,304	Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale	2022	SIGMOD	7.5404346e-05
3,665	BLAST: a Loosely Schema-aware Meta-blocking Approach for Entity Resolution	2016	VLDB	7.2142217e-05
3,681	Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers?	2018	VLDB	7.2037388e-05
3,715	SLiMFast: Guaranteed Results for Data Fusion and Source Reliability	2017	SIGMOD	7.1763559e-05
4,089	TCUDB: Accelerating Database with Tensor Processors	2022	SIGMOD	6.9096857e-05
4,100	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD	6.9016092e-05
5,058	Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale	2019	SIGMOD	6.3815523e-05
5,441	Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games	2024	SIGMOD	6.2184806e-05
5,722	Adaptive Rule Discovery for Labeling Text Data	2021	SIGMOD	6.1089867e-05
6,115	Fine-grained Concept Linking using Neural Networks in Healthcare	2018	SIGMOD	5.9709282e-05
6,192	Pre-trained Embeddings for Entity Resolution: An Experimental Analysis	2023	VLDB	5.947284e-05
6,320	CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web	2018	VLDB	5.9150411e-05
7,125	Computational Fact Checking: A Content Management Perspective	2018	VLDB	5.6960323e-05
7,424	Data Integration and Machine Learning: A Natural Synergy	2018	VLDB	5.6214566e-05
8,801	Effective Entity Augmentation By Querying External Data Sources	2023	VLDB	5.3687048e-05
8,921	Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact	2023	VLDB	5.3483178e-05
8,946	Preference-aware Integration of Temporal Data	2015	VLDB	5.3479739e-05
9,121	Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications	2020	SIGMOD	5.3193511e-05
9,335	A Time Machine for Information: Looking Back to Look Forward	2015	VLDB	5.2880344e-05
9,381	Deduplicated Sampling On-Demand	2025	VLDB	5.2755515e-05
9,611	BrewER: Entity Resolution On-Demand	2023	VLDB	5.2460348e-05
9,818	Hierarchical Entity Resolution using an Oracle	2022	SIGMOD	5.214913e-05
9,992	Progressive Entity Matching: A Design Space Exploration	2025	SIGMOD	5.1815618e-05
10,125	A Vision for Autonomous Data Agent Collaboration: From Query-by-Integration to Query-by-Collaboration	2026	CIDR	5.093636e-05
10,381	Integrating Vector Databases across Embedding Models	2026	SIGMOD	5.093636e-05
11,217	FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data	2024	VLDB	5.093636e-05
11,571	Generalized Supervised Meta-blocking	2022	VLDB	5.093636e-05
11,587	CDI-E: An Elastic Cloud Service for Data Engineering	2022	VLDB	5.093636e-05
11,824	Leveraging Organizational Resources to Adapt Models to New Data Modalities	2020	VLDB	5.093636e-05
11,911	Big Data Linkage for Product Specification Pages	2018	SIGMOD	5.093636e-05
12,105	Knowledge Curation and Knowledge Fusion: Challenges, Models, and Applications	2015	SIGMOD	5.093636e-05
13,584	FIT to Monitor Feed Quality	2015	VLDB	-

Outgoing Citations (Sorted by Pagerank)

Showing 0 of 0 cited papers.

Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.

Rank	Cited Paper	Year	Venue	Pagerank

Semantically Similar Papers

#	Overall Rank	Paper	Year	Venue
1	13,574	The Power Behind the Throne: Information Integration in the Age of Data-Driven Discovery	2015	SIGMOD
2	2,169	Data Integration: After the Teenage Years	2017	PODS
3	12,200	Tutorial: Uncertain Entity Resolution: Re-evaluating Entity Resolution in the Big Data Era	2014	VLDB
4	12,105	Knowledge Curation and Knowledge Fusion: Challenges, Models, and Applications	2015	SIGMOD
5	2,216	Open Data Integration	2018	VLDB
6	4,100	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD
7	7,424	Data Integration and Machine Learning: A Natural Synergy	2018	VLDB
8	1,783	Data Fusion – Resolving Data Conflicts for Integration	2009	VLDB
9	13,045	Data Integration in the Large: The Challenge of Reuse	1994	VLDB
10	22	Data Integration: A Theoretical Perspective	2002	PODS