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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
10567
Venue
VLDB
Year
2013
Pagerank
0.0002447017
Overall Rank
394 | 97.27%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 40 of 40 citing papers.

Rank Citing Paper Year Venue Pagerank
252 Snorkel: Rapid Training Data Creation with Weak Supervision 2018 VLDB 0.00030532082
936 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015197838
1,218 Snuba: Automating Weak Supervision to Label Training Data 2019 VLDB 0.00013221309
1,403 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00012180046
2,177 A Sample-and-Clean Framework for Fast and Accurate Query Processing on Dirty Data 2014 SIGMOD 9.371335e-05
2,214 Data Integration: After the Teenage Years 2017 PODS 9.2796408e-05
2,366 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 8.9521259e-05
2,571 Resolving Conflicts in Heterogeneous Data by Truth Discovery and Source Reliability Estimation 2014 SIGMOD 8.5157375e-05
3,716 Saga: A Platform for Continuous Construction and Serving of Knowledge At Scale 2022 SIGMOD 6.8170433e-05
3,900 SLiMFast: Guaranteed Results for Data Fusion and Source Reliability 2017 SIGMOD 6.649432e-05
3,951 BLAST: a Loosely Schema-aware Meta-blocking Approach for Entity Resolution 2016 VLDB 6.5919471e-05
4,123 Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers? 2018 VLDB 6.4290005e-05
4,596 Data Integration and Machine Learning: A Natural Synergy 2018 SIGMOD 6.0540725e-05
5,089 TCUDB: Accelerating Database with Tensor Processors 2022 SIGMOD 5.7017353e-05
5,257 Snorkel DryBell: A Case Study in Deploying Weak Supervision at Industrial Scale 2019 SIGMOD 5.5975788e-05
5,358 Adaptive Rule Discovery for Labeling Text Data 2021 SIGMOD 5.5507062e-05
5,959 Fine-grained Concept Linking using Neural Networks in Healthcare 2018 SIGMOD 5.2514585e-05
6,262 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 5.1300221e-05
6,407 CERES: Distantly Supervised Relation Extraction from the Semi-Structured Web 2018 VLDB 5.0691335e-05
6,558 Pre-trained Embeddings for Entity Resolution: An Experimental Analysis 2023 VLDB 5.0060112e-05
7,031 Computational Fact Checking: A Content Management Perspective 2018 VLDB 4.8517185e-05
7,241 Data Integration and Machine Learning: A Natural Synergy 2018 VLDB 4.7867685e-05
8,692 Effective Entity Augmentation By Querying External Data Sources 2023 VLDB 4.4617233e-05
8,719 Preference-aware Integration of Temporal Data 2015 VLDB 4.4564363e-05
8,747 Generations of Knowledge Graphs: The Crazy Ideas and the Business Impact 2023 VLDB 4.4520434e-05
9,023 Entity Matching in the Wild: A Consistent and Versatile Framework to Unify Data in Industrial Applications 2020 SIGMOD 4.4037187e-05
9,132 A Time Machine for Information: Looking Back to Look Forward 2015 VLDB 4.3854113e-05
9,463 BrewER: Entity Resolution On-Demand 2023 VLDB 4.3324933e-05
9,683 Hierarchical Entity Resolution using an Oracle 2022 SIGMOD 4.3006524e-05
9,854 Progressive Entity Matching: A Design Space Exploration 2025 SIGMOD 4.2652623e-05
9,976 A Vision for Autonomous Data Agent Collaboration: From Query-by-Integration to Query-by-Collaboration 2026 CIDR 4.1905499e-05
10,090 Integrating Vector Databases across Embedding Models 2026 SIGMOD 4.1905499e-05
10,625 Deduplicated Sampling On-Demand 2025 VLDB 4.1905499e-05
11,009 FusionQuery: On-demand Fusion Queries over Multi-source Heterogeneous Data 2024 VLDB 4.1905499e-05
11,375 Generalized Supervised Meta-blocking 2022 VLDB 4.1905499e-05
11,391 CDI-E: An Elastic Cloud Service for Data Engineering 2022 VLDB 4.1905499e-05
11,633 Leveraging Organizational Resources to Adapt Models to New Data Modalities 2020 VLDB 4.1905499e-05
11,712 Big Data Linkage for Product Specification Pages 2018 SIGMOD 4.1905499e-05
11,914 Knowledge Curation and Knowledge Fusion: Challenges, Models, and Applications 2015 SIGMOD 4.1905499e-05
13,396 FIT to Monitor Feed Quality 2015 VLDB -
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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.

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