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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
8.941016e-05
Overall Rank
2,158 | 85.50%
DOI
10.14778/3229863.3240491
Incoming Non-self Citations Over Time
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
0.00015479826
1,780
Annotating Columns with Pre-trained Language Models 2022
SIGMOD
9.6560923e-05
1,852
Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023
VLDB
9.5004635e-05
1,988
SANTOS: Relationship-based Semantic Table Union Search 2023
SIGMOD
9.2482448e-05
2,265
ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023
VLDB
8.7238222e-05
4,159
Integrating Data Lake Tables 2023
VLDB
6.7717519e-05
4,218
Magneto: Combining Small and Large Language Models for Schema Matching 2025
VLDB
6.7270169e-05
4,244
Pytheas: Pattern-based Table Discovery in CSV Files 2020
VLDB
6.7067197e-05
5,097
Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023
VLDB
6.2742361e-05
5,276
MATE: Multi-Attribute Table Extraction 2022
VLDB
6.2002884e-05
5,428
Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024
SIGMOD
6.1339984e-05
6,181
High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020
SIGMOD
5.8595125e-05
6,282
Mosaic: A Sample-Based Database System for Open World Query Processing 2020
CIDR
5.8237283e-05
6,465
Integrating Vector Databases across Embedding Models 2026
SIGMOD
5.775649e-05
6,600
Explain3D: Explaining Disagreements in Disjoint Datasets 2019
VLDB
5.7403306e-05
6,771
Causal Feature Selection for Algorithmic Fairness 2022
SIGMOD
5.6864972e-05
7,432
Cracking Vector Search Indexes 2025
VLDB
5.5292193e-05
7,928
TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025
VLDB
5.4254488e-05
8,594
RECA: Related Tables Enhanced Column Semantic Type Annotation Framework 2023
VLDB
5.3063445e-05
9,065
A Vision for Autonomous Data Agent Collaboration: From Query-by-Integration to Query-by-Collaboration 2026
CIDR
5.2283159e-05
10,111
EquiTensors: Learning Fair Integrations of Heterogeneous Urban Data 2021
SIGMOD
5.0789354e-05
10,499
Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach 2026
SIGMOD
4.9793485e-05
10,894
MosaicJoin: Compact Semantic Sketches for Value-Level Join Discovery 2026
VLDB
4.9793485e-05
11,895
CDI-E: An Elastic Cloud Service for Data Engineering 2022
VLDB
4.9793485e-05
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
0.00035129658
117
Querying Heterogeneous Information Sources Using Source Descriptions 1996
VLDB
0.00031630695
173
Optimizing Queries across Diverse Data Sources 1997
VLDB
0.00026826959
182
Schema Mapping as Query Discovery 2000
VLDB
0.00026277842
367
InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012
SIGMOD
0.00019884846
425
Relative Information Capacity of Simple Relational Database Schemata 1984
PODS
0.00018486061
484
Data Integration for the Relational Web 2009
VLDB
0.00017548541
509
Goods: Organizing Google's Datasets 2016
SIGMOD
0.00017071087
717
Finding Related Tables 2012
SIGMOD
0.00014532116
765
Table Union Search on Open Data 2018
VLDB
0.00014125424
801
Statistical Schema Matching across Web Query Interfaces 2003
SIGMOD
0.0001387328
822
On Schema Matching with Opaque Column Names and Data Values 2003
SIGMOD
0.00013651306
963
Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012
SIGMOD
0.00012816649
972
The Data Civilizer System 2017
CIDR
0.00012763234
1,053
Answering Table Queries on the Web using Column Keywords 2012
VLDB
0.00012274222
1,318
LSH Ensemble: Internet-Scale Domain Search 2016
VLDB
0.00011047393
1,595
The Use of Information Capacity in Schema Integration and Translation 1993
VLDB
0.00010131081
1,681
The iBench Integration Metadata Generator 2016
VLDB
9.8851118e-05
1,728
Using Schematically Heterogeneous Structures 1998
SIGMOD
9.7779564e-05
2,300
Leveraging Data and Structure in Ontology Integration 2007
SIGMOD
8.6724454e-05
2,513
An Empirical Evaluation of Set Similarity Join Techniques 2016
VLDB
8.3679178e-05
2,612
Auto-Join: Joining Tables by Leveraging Transformations 2017
VLDB
8.2265197e-05
3,254
Stitching Web Tables for Improving Matching Quality 2017
VLDB
7.4899241e-05
3,558
++Spicy: an Open-Source Tool for Second-Generation Schema Mapping and Data Exchange 2011
VLDB
7.2077064e-05
3,748
Discovering Linkage Points over Web Data 2013
VLDB
7.0530039e-05
3,981
A Data Transformation System for Biological Data Sources 1995
VLDB
6.8772513e-05
5,333
On Indexing Error-Tolerant Set Containment 2010
SIGMOD
6.1750986e-05
5,498
HAMSTER: Using Search Clicklogs for Schema and Taxonomy Matching 2009
VLDB
6.1035636e-05
6,244
Interactive Navigation of Open Data Linkages 2017
VLDB
5.8374791e-05
6,397
Human-in-the-loop Data Integration 2017
VLDB
5.7989499e-05
8,503
Reflections on Schema Mappings, Data Exchange, and Metadata Management 2018
PODS
5.3294549e-05
9,555
Leveraging Query Logs for Schema Mapping Generation in U-MAP 2011
SIGMOD
5.1581688e-05
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