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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
11913
Venue
VLDB
Year
2018
Pagerank
8.9374127e-05
Overall Rank
2,216 | 84.80%
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 23 of 23 citing papers.
Rank
Citing Paper
Year
Venue
Pagerank
749
Data Lake Management: Challenges and Opportunities 2019
VLDB
0.00014379989
1,923
Annotating Columns with Pre-trained Language Models 2022
SIGMOD
9.4789109e-05
2,192
Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023
VLDB
8.9767241e-05
2,315
SANTOS: Relationship-based Semantic Table Union Search 2023
SIGMOD
8.7605101e-05
2,534
ELPIS: Graph-Based Similarity Search for Scalable Data Science 2023
VLDB
8.4561875e-05
4,123
Integrating Data Lake Tables 2023
VLDB
6.8878137e-05
4,168
Pytheas: Pattern-based Table Discovery in CSV Files 2020
VLDB
6.8570481e-05
4,990
Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023
VLDB
6.4105738e-05
5,293
Magneto: Combining Small and Large Language Models for Schema Matching 2025
VLDB
6.279939e-05
5,441
Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024
SIGMOD
6.2184806e-05
5,479
MATE: Multi-Attribute Table Extraction 2022
VLDB
6.204351e-05
6,093
High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020
SIGMOD
5.978635e-05
6,262
Mosaic: A Sample-Based Database System for Open World Query Processing 2020
CIDR
5.9361728e-05
6,461
Explain3D: Explaining Disagreements in Disjoint Datasets 2019
VLDB
5.8718966e-05
6,637
Causal Feature Selection for Algorithmic Fairness 2022
SIGMOD
5.8170154e-05
8,458
RECA: Related Tables Enhanced Column Semantic Type Annotation Framework 2023
VLDB
5.4217059e-05
8,898
Cracking Vector Search Indexes 2025
VLDB
5.3495662e-05
9,505
TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025
VLDB
5.258497e-05
9,929
EquiTensors: Learning Fair Integrations of Heterogeneous Urban Data 2021
SIGMOD
5.1955087e-05
10,125
A Vision for Autonomous Data Agent Collaboration: From Query-by-Integration to Query-by-Collaboration 2026
CIDR
5.093636e-05
10,287
Shape-Agnostic Table Overlap Discovery: A Maximum Common Subhypergraph Approach 2026
SIGMOD
5.093636e-05
10,381
Integrating Vector Databases across Embedding Models 2026
SIGMOD
5.093636e-05
11,587
CDI-E: An Elastic Cloud Service for Data Engineering 2022
VLDB
5.093636e-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
91
WebTables: Exploring the Power of Tables on the Web 2008
VLDB
0.00034838835
117
Querying Heterogeneous Information Sources Using Source Descriptions 1996
VLDB
0.00032192665
171
Optimizing Queries across Diverse Data Sources 1997
VLDB
0.00027363924
180
Schema Mapping as Query Discovery 2000
VLDB
0.00026772368
367
InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables 2012
SIGMOD
0.00019979463
413
Relative Information Capacity of Simple Relational Database Schemata 1984
PODS
0.00018894294
493
Data Integration for the Relational Web 2009
VLDB
0.00017558709
514
Goods: Organizing Google's Datasets 2016
SIGMOD
0.00017178673
739
Finding Related Tables 2012
SIGMOD
0.0001448231
778
Statistical Schema Matching across Web Query Interfaces 2003
SIGMOD
0.00014102198
808
On Schema Matching with Opaque Column Names and Data Values 2003
SIGMOD
0.00013884332
878
Table Union Search on Open Data 2018
VLDB
0.00013463374
963
The Data Civilizer System 2017
CIDR
0.00012935145
975
Can We Beat the Prefix Filtering? An Adaptive Framework for Similarity Join and Search 2012
SIGMOD
0.00012870645
1,055
Answering Table Queries on the Web using Column Keywords 2012
VLDB
0.00012389274
1,495
LSH Ensemble: Internet-Scale Domain Search 2016
VLDB
0.00010571481
1,566
The Use of Information Capacity in Schema Integration and Translation 1993
VLDB
0.00010346227
1,652
The iBench Integration Metadata Generator 2016
VLDB
0.00010109142
1,708
Using Schematically Heterogeneous Structures 1998
SIGMOD
9.958846e-05
2,252
Leveraging Data and Structure in Ontology Integration 2007
SIGMOD
8.8675372e-05
2,501
An Empirical Evaluation of Set Similarity Join Techniques 2016
VLDB
8.4975661e-05
2,980
Auto-Join: Joining Tables by Leveraging Transformations 2017
VLDB
7.8975073e-05
3,301
Stitching Web Tables for Improving Matching Quality 2017
VLDB
7.5408662e-05
3,487
++Spicy: an Open-Source Tool for Second-Generation Schema Mapping and Data Exchange 2011
VLDB
7.3687386e-05
3,746
Discovering Linkage Points over Web Data 2013
VLDB
7.1561558e-05
3,915
A Data Transformation System for Biological Data Sources 1995
VLDB
7.0193727e-05
5,306
On Indexing Error-Tolerant Set Containment 2010
SIGMOD
6.2731936e-05
5,492
HAMSTER: Using Search Clicklogs for Schema and Taxonomy Matching 2009
VLDB
6.2001088e-05
6,260
Interactive Navigation of Open Data Linkages 2017
VLDB
5.9371372e-05
7,493
Human-in-the-loop Data Integration 2017
VLDB
5.6046905e-05
8,348
Reflections on Schema Mappings, Data Exchange, and Metadata Management 2018
PODS
5.4469775e-05
9,422
Leveraging Query Logs for Schema Mapping Generation in U-MAP 2011
SIGMOD
5.2723842e-05
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