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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
9.0397587e-05
Overall Rank
2,097 | 85.95%
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 25 of 25 citing papers.

Rank Citing Paper Year Venue Pagerank
623 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015446839
1,690 Annotating Columns with Pre-trained Language Models 2022 SIGMOD 9.8426663e-05
1,742 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 9.7283207e-05
1,929 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 9.3458857e-05
2,268 ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023 VLDB 8.7144632e-05
4,047 Magneto: Combining Small and Large Language Models for Schema Matching 2025 VLDB 6.8177935e-05
4,158 Integrating Data Lake Tables 2023 VLDB 6.7595989e-05
4,259 Pytheas: Pattern-based Table Discovery in CSV Files 2020 VLDB 6.6825991e-05
5,041 MATE: Multi-Attribute Table Extraction 2022 VLDB 6.2899676e-05
5,120 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.254003e-05
5,448 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 6.1108214e-05
6,076 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD 5.8774917e-05
6,300 Mosaic: A Sample-Based Database System for Open World Query Processing 2020 CIDR 5.8017237e-05
6,480 Integrating Vector Databases across Embedding Models 2026 SIGMOD 5.753826e-05
6,608 Explain3D: Explaining Disagreements in Disjoint Datasets 2019 VLDB 5.7187078e-05
6,790 Causal Feature Selection for Algorithmic Fairness 2022 SIGMOD 5.6650111e-05
7,456 Cracking Vector Search Indexes 2025 VLDB 5.5083275e-05
7,787 RECA: Related Tables Enhanced Column Semantic Type Annotation Framework 2023 VLDB 5.4356666e-05
7,946 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 5.404949e-05
9,095 A Vision for Autonomous Data Agent Collaboration: From Query-by-Integration to Query-by-Collaboration 2026 CIDR 5.208561e-05
10,152 EquiTensors: Learning Fair Integrations of Heterogeneous Urban Data 2021 SIGMOD 5.0597449e-05
10,380 Alignment-Guided Largest Table Overlap Size Estimation 2027 SIGMOD 4.9605343e-05
10,576 Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach 2026 SIGMOD 4.9605343e-05
10,964 MosaicJoin: Compact Semantic Sketches for Value-Level Join Discovery 2026 VLDB 4.9605343e-05
11,945 CDI-E: An Elastic Cloud Service for Data Engineering 2022 VLDB 4.9605343e-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
88 WebTables: Exploring the Power of Tables on the Web 2008 VLDB 0.00035500667
117 Querying Heterogeneous Information Sources Using Source Descriptions 1996 VLDB 0.00031526277
174 Optimizing Queries across Diverse Data Sources 1997 VLDB 0.00026736308
184 Schema Mapping as Query Discovery 2000 VLDB 0.00026196483
367 InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012 SIGMOD 0.00019882429
428 Relative Information Capacity of Simple Relational Database Schemata 1984 PODS 0.00018419906
484 Data Integration for the Relational Web 2009 VLDB 0.00017535511
512 Goods: Organizing Google's Datasets 2016 SIGMOD 0.00017036842
705 Finding Related Tables 2012 SIGMOD 0.00014626858
758 Table Union Search on Open Data 2018 VLDB 0.00014200657
800 Statistical Schema Matching across Web Query Interfaces 2003 SIGMOD 0.00013834019
823 On Schema Matching with Opaque Column Names and Data Values 2003 SIGMOD 0.00013610136
966 Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012 SIGMOD 0.00012777679
972 The Data Civilizer System 2017 CIDR 0.00012742827
1,037 Answering Table Queries on the Web using Column Keywords 2012 VLDB 0.00012357454
1,325 LSH Ensemble: Internet-Scale Domain Search 2016 VLDB 0.000110184
1,599 The Use of Information Capacity in Schema Integration and Translation 1993 VLDB 0.0001009539
1,686 The iBench Integration Metadata Generator 2016 VLDB 9.8629951e-05
1,736 Using Schematically Heterogeneous Structures 1998 SIGMOD 9.7450722e-05
2,313 Leveraging Data and Structure in Ontology Integration 2007 SIGMOD 8.6414245e-05
2,514 An Empirical Evaluation of Set Similarity Join Techniques 2016 VLDB 8.3446573e-05
2,608 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 8.209962e-05
3,231 Stitching Web Tables for Improving Matching Quality 2017 VLDB 7.4899308e-05
3,564 ++Spicy: an Open-Source Tool for Second-Generation Schema Mapping and Data Exchange 2011 VLDB 7.183644e-05
3,756 Discovering Linkage Points over Web Data 2013 VLDB 7.0275986e-05
3,994 A Data Transformation System for Biological Data Sources 1995 VLDB 6.8544209e-05
5,348 On Indexing Error-Tolerant Set Containment 2010 SIGMOD 6.1551499e-05
5,508 HAMSTER: Using Search Clicklogs for Schema and Taxonomy Matching 2009 VLDB 6.0881855e-05
6,252 Interactive Navigation of Open Data Linkages 2017 VLDB 5.8179392e-05
6,404 Human-in-the-loop Data Integration 2017 VLDB 5.7797097e-05
8,510 Reflections on Schema Mappings, Data Exchange, and Metadata Management 2018 PODS 5.3119684e-05
9,581 Leveraging Query Logs for Schema Mapping Generation in U-MAP 2011 SIGMOD 5.1413294e-05
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# Overall Rank Paper Year Venue
1 12,436 Finding Quality in Quantity: The Challenge of Discovering Valuable Sources for Integration 2015 CIDR
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3 816 An Interactive Clustering-based Approach to Integrating Source Query Interfaces on the Deep Web 2004 SIGMOD
4 5,090 Data-Driven Domain Discovery for Structured Datasets 2020 VLDB
5 758 Table Union Search on Open Data 2018 VLDB
6 14,158 Information Discovery in Loosely Integrated Data 2007 SIGMOD
7 422 Big Data Integration 2013 VLDB
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