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Open Data Integration

Summary: Shifts data integration from traditional query discovery to scalable data-discovery for open data, addressing unknown schemas and content at internet scale. Outlines a research agenda and progress toward scalable, query-aware discovery algorithms with high recall and accuracy across massive data repositories. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
hac2eed67a66f07dd
Venue
VLDB
Year
2018
Pagerank
8.9373643e-05
Overall Rank
2,160 | 85.49%
DOI
10.14778/3229863.3240491
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{miller_vldb18,
        title = {{Open Data Integration}},
        author = {Miller, Renee J.},
        journal = {PVLDB},
        series = {{VLDB} '18},
        volume = {11},
        number = {12},
        pages = {2130--2139},
        doi = {10.14778/3229863.3240491},
        url = {https://doi.org/10.14778/3229863.3240491},
        year = {2018}
}

Incoming Citations (Sorted by Pagerank)

Showing 24 of 24 citing papers.

Rank Citing Paper Year Venue Pagerank
624 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015476813
1,778 Annotating Columns with Pre-trained Language Models 2022 SIGMOD 9.6578031e-05
1,854 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 9.4961138e-05
1,990 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 9.2443028e-05
2,264 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 8.7286407e-05
4,159 Integrating Data Lake Tables 2023 VLDB 6.7687144e-05
4,213 Magneto: Combining Small and Large Language Models for Schema Matching 2025 VLDB 6.7281505e-05
4,245 Pytheas: Pattern-based Table Discovery in CSV Files 2020 VLDB 6.7035571e-05
5,100 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.271266e-05
5,279 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.1973533e-05
5,432 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 6.1310946e-05
6,184 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD 5.8567387e-05
6,285 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.8209714e-05
6,467 Integrating Vector Databases across Embedding Models 2026 SIGMOD 5.7729149e-05
6,602 Explain3D: Explaining Disagreements in Disjoint Datasets 2019 VLDB 5.7376131e-05
6,775 Causal Feature Selection for Algorithmic Fairness 2022 SIGMOD 5.6838053e-05
7,435 Cracking Vector Search Indexes 2025 VLDB 5.5266018e-05
7,933 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 5.4228804e-05
8,601 RECA: Related Tables Enhanced Column Semantic Type Annotation Framework 2023 VLDB 5.3038325e-05
9,074 A Vision for Autonomous Data Agent Collaboration: From Query-by-Integration to Query-by-Collaboration 2026 CIDR 5.2258409e-05
10,115 EquiTensors: Learning Fair Integrations of Heterogeneous Urban Data 2021 SIGMOD 5.0765311e-05
10,510 Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach 2026 SIGMOD 4.9769913e-05
10,903 MosaicJoin: Compact Semantic Sketches for Value-Level Join Discovery 2026 VLDB 4.9769913e-05
11,901 CDI-E: An Elastic Cloud Service for Data Engineering 2022 VLDB 4.9769913e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 32 of 32 cited papers.

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

Rank Cited Paper Year Venue Pagerank
89 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00035115118
117 Querying Heterogeneous Information Sources Using Source Descriptions 1996 VLDB 0.00031616101
173 Optimizing Queries across Diverse Data Sources 1997 VLDB 0.00026814969
182 Schema Mapping as Query Discovery 2000 VLDB 0.00026265768
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019876273
426 Relative Information Capacity of Simple Relational Database Schemata 1984 PODS 0.00018477356
484 Data Integration for the Relational Web 2009 VLDB 0.00017541069
509 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017063491
718 Finding Related Tables 2012 SIGMOD 0.00014526813
765 Table Union Search on Open Data 2018 VLDB 0.00014119196
801 Statistical Schema Matching across Web Query Interfaces 2003 SIGMOD 0.00013866905
822 On Schema Matching with Opaque Column Names and Data Values 2003 SIGMOD 0.00013645125
965 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012810695
972 The Data Civilizer System 2017 CIDR 0.00012757732
1,053 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012268624
1,319 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 0.00011042864
1,595 The Use of Information Capacity in Schema Integration and Translation 1993 VLDB 0.00010126332
1,683 The iBench Integration Metadata Generator 2016 VLDB 9.8804382e-05
1,729 Using Schematically Heterogeneous Structures 1998 SIGMOD 9.7734376e-05
2,304 Leveraging Data and Structure in Ontology Integration 2007 SIGMOD 8.6683591e-05
2,513 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 8.3640659e-05
2,613 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 8.2229082e-05
3,255 Stitching Web Tables for Improving Matching Quality 2017 VLDB 7.4864653e-05
3,560 ++Spicy: an Open-Source Tool for Second-Generation Schema Mapping and Data Exchange 2011 VLDB 7.2043062e-05
3,750 Discovering Linkage Points over Web Data 2013 VLDB 7.0497806e-05
3,982 A Data Transformation System for Biological Data Sources 1995 VLDB 6.8742381e-05
5,338 On Indexing Error-Tolerant Set Containment 2010 SIGMOD 6.1722273e-05
5,502 HAMSTER: Using Search Clicklogs for Schema and Taxonomy Matching 2009 VLDB 6.1007121e-05
6,247 Interactive Navigation of Open Data Linkages 2017 VLDB 5.8347624e-05
6,400 Human-in-the-loop Data Integration 2017 VLDB 5.7962311e-05
8,508 Reflections on Schema Mappings, Data Exchange, and Metadata Management 2018 PODS 5.3269436e-05
9,563 Leveraging Query Logs for Schema Mapping Generation in U-MAP 2011 SIGMOD 5.1557386e-05
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# Overall Rank Paper Year Venue
1 13,341 Data Integration in the Large: The Challenge of Reuse 1994 VLDB
2 13,892 The Power Behind the Throne: Information Integration in the Age of Data-Driven Discovery 2015 SIGMOD
3 815 An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web 2004 SIGMOD
4 5,109 Data-Driven Domain Discovery for Structured Datasets 2020 VLDB
5 765 Table Union Search on Open Data 2018 VLDB
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7 428 Big Data Integration 2013 VLDB
8 5,030 Actively Soliciting Feedback for Query Answers in Keyword Search-Based Data Integration 2013 VLDB
9 3,762 Toward Large Scale Integration: Building a MetaQuerier over Databases on the Web 2005 CIDR
10 7,067 Automatically Incorporating New Sources in Keyword Search-Based Data Integration 2010 SIGMOD