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: h288e7bee4f9ccdfb
Venue: VLDB
Year: 2013
Pagerank: 0.00018465558
Overall Rank: 427 | 97.14%
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	0.00025181304
624	Data Lake Management: Challenges and Opportunities	2019	VLDB	0.00015479826
1,120	Snuba: Automating Weak Supervision to Label Training Data	2019	VLDB	0.00011946047
1,344	Detecting Data Errors: Where are we and what needs to be done?	2016	VLDB	0.00010956518
1,720	A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data	2014	SIGMOD	9.7965659e-05
1,845	Data Market Platforms: Trading Data Assets to Solve Data Problems	2020	VLDB	9.5136397e-05
2,190	Data Integration: After the Teenage Years	2017	PODS	8.8867887e-05
2,272	Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation	2014	SIGMOD	8.7121962e-05
3,013	Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale	2022	SIGMOD	7.7541678e-05
3,670	Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers?	2018	VLDB	7.1108704e-05
3,738	BLAST: a Loosely Schema-aware Meta-blocking Approach for Entity Resolution	2016	VLDB	7.0627813e-05
3,791	SLiMFast: Guaranteed Results for Data Fusion and Source Reliability	2017	SIGMOD	7.0189865e-05
3,972	TCUDB: Accelerating Database with Tensor Processors	2022	SIGMOD	6.8881464e-05
4,171	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD	6.7608137e-05
5,181	Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale	2019	SIGMOD	6.2406557e-05
5,428	Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games	2024	SIGMOD	6.1339984e-05
5,540	Pre-trained Embeddings for Entity Resolution: An Experimental Analysis	2023	VLDB	6.0907591e-05
5,850	Adaptive Rule Discovery for Labeling Text Data	2021	SIGMOD	5.9719174e-05
6,233	Fine-grained Concept Linking using Neural Networks in Healthcare	2018	SIGMOD	5.8420918e-05
6,398	CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web	2018	VLDB	5.7984902e-05
6,465	Integrating Vector Databases across Embedding Models	2026	SIGMOD	5.775649e-05
7,274	Computational Fact Checking: A Content Management Perspective	2018	VLDB	5.5682289e-05
7,401	BrewER: Entity Resolution On-Demand	2023	VLDB	5.5359939e-05
7,415	Data Integration and Machine Learning: A Natural Synergy	2018	VLDB	5.5332662e-05
8,964	Effective Entity Augmentation By Querying External Data Sources	2023	VLDB	5.2482562e-05
9,062	Preference-aware Integration of Temporal Data	2015	VLDB	5.2288029e-05
9,065	A Vision for Autonomous Data Agent Collaboration: From Query-by-Integration to Query-by-Collaboration	2026	CIDR	5.2283159e-05
9,082	Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact	2023	VLDB	5.2283159e-05
9,205	Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications	2020	SIGMOD	5.2076575e-05
9,513	A Time Machine for Information: Looking Back to Look Forward	2015	VLDB	5.1693902e-05
9,565	Deduplicated Sampling On-Demand	2025	VLDB	5.1571823e-05
9,912	FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data	2024	VLDB	5.1103839e-05
10,006	Hierarchical Entity Resolution using an Oracle	2022	SIGMOD	5.0979044e-05
10,180	Progressive Entity Matching: A Design Space Exploration	2025	SIGMOD	5.0653015e-05
11,880	Generalized Supervised Meta-blocking	2022	VLDB	4.9793485e-05
11,895	CDI-E: An Elastic Cloud Service for Data Engineering	2022	VLDB	4.9793485e-05
12,125	Leveraging Organizational Resources to Adapt Models to New Data Modalities	2020	VLDB	4.9793485e-05
12,211	Big Data Linkage for Product Specification Pages	2018	SIGMOD	4.9793485e-05
12,398	Knowledge Curation and Knowledge Fusion: Challenges, Models, and Applications	2015	SIGMOD	4.9793485e-05
13,897	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	13,887	The Power Behind the Throne: Information Integration in the Age of Data-Driven Discovery	2015	SIGMOD
2	2,190	Data Integration: After the Teenage Years	2017	PODS
3	12,491	Tutorial: Uncertain Entity Resolution: Re-evaluating Entity Resolution in the Big Data Era	2014	VLDB
4	12,398	Knowledge Curation and Knowledge Fusion: Challenges, Models, and Applications	2015	SIGMOD
5	2,158	Open Data Integration	2018	VLDB
6	4,171	Data Integration and Machine Learning: A Natural Synergy	2018	SIGMOD
7	7,415	Data Integration and Machine Learning: A Natural Synergy	2018	VLDB
8	1,754	Data Fusion – Resolving Data Conflicts for Integration	2009	VLDB
9	13,335	Data Integration in the Large: The Challenge of Reuse	1994	VLDB
10	24	Data Integration: A Theoretical Perspective	2002	PODS