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Integrating Data Lake Tables

Summary: ALITE: first scalable system to compute Full Disjunction for integrating tables discovered from data lakes (via join/union/related-table search). Relaxes assumptions of identical attribute names, completeness (no nulls) and acyclic joins, empirically outperforms prior algorithms and supplies three real-data benchmarks. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
hfde484db5f4de2b6
Venue
VLDB
Year
2023
Pagerank
6.7595989e-05
Overall Rank
4,158 | 72.13%
DOI
10.14778/3574245.3574274
PDF
Download (CC BY-NC-ND 4.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@article{khatiwada_vldb23,
        title = {{Integrating Data Lake Tables}},
        author = {Khatiwada, Aamod and Shraga, Roee and Gatterbauer, Wolfgang and Miller, Renée J.},
        journal = {PVLDB},
        series = {{VLDB} '23},
        volume = {16},
        number = {4},
        pages = {932--945},
        doi = {10.14778/3574245.3574274},
        url = {https://doi.org/10.14778/3574245.3574274},
        year = {2023}
}

Incoming Citations (Sorted by Pagerank)

Showing 15 of 15 citing papers.

Rank Citing Paper Year Venue Pagerank
1,742 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 9.7283207e-05
2,370 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 8.5469172e-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
7,946 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 5.404949e-05
8,599 OmniMatch: Joinability Discovery in Data Products 2025 VLDB 5.2921451e-05
9,201 Cents: A Flexible and Cost-Effective Framework for LLM-Based Table Understanding 2025 VLDB 5.1950133e-05
9,838 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 5.1064323e-05
10,095 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 5.068372e-05
10,096 Discovering Approximate Inclusion Dependencies 2025 VLDB 5.068372e-05
10,099 Determining the Largest Overlap between Tables 2024 SIGMOD 5.068372e-05
10,371 QueryArtisan: Generating Data Manipulation Codes for Ad-hoc Analysis in Data Lakes 2025 VLDB 5.0010514e-05
10,745 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD 4.9605343e-05
11,415 Suna: Scalable Causal Confounder Discovery over Relational Data 2025 VLDB 4.9605343e-05
11,651 Searching Data Lakes for Nested and Joined Data 2024 VLDB 4.9605343e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 30 of 30 cited papers.

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

Rank Cited Paper Year Venue Pagerank
10 Extending the Data Base Relational Model to Capture More Meaning 1979 SIGMOD 0.00075677079
244 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023265795
298 Generic Schema Matching with Cupid 2001 VLDB 0.00021849408
314 Annotating and Searching Web Tables Using Entities, Types and Relationships 2010 VLDB 0.0002126519
366 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019902067
399 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00019094502
484 Data Integration for the Relational Web 2009 VLDB 0.00017535511
623 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015446839
679 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00014802
705 Finding Related Tables 2012 SIGMOD 0.00014626858
758 Table Union Search on Open Data 2018 VLDB 0.00014200657
823 On Schema Matching with Opaque Column Names and Data Values 2003 SIGMOD 0.00013610136
1,201 Outerjoins as Disjunctions 1994 SIGMOD 0.00011523243
1,268 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011243615
1,348 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010943046
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
2,097 Open Data Integration 2018 VLDB 9.0397587e-05
2,608 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 8.209962e-05
2,861 Integrating Information by Outerjoins and Full Disjunctions (Extended Abstract) 1996 PODS 7.9122274e-05
3,231 Stitching Web Tables for Improving Matching Quality 2017 VLDB 7.4899308e-05
3,467 Automatic Discovery of Attributes in Relational Databases 2011 SIGMOD 7.2609187e-05
4,016 CLAMS: Bringing Quality to Data Lakes 2016 SIGMOD 6.8370819e-05
5,423 RONIN: Data Lake Exploration 2021 VLDB 6.1230414e-05
6,252 Interactive Navigation of Open Data Linkages 2017 VLDB 5.8179392e-05
6,514 Full Disjunctions: Polynomial-Delay Iterators in Action 2006 VLDB 5.7438288e-05
6,896 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 5.6380737e-05
8,259 An Incremental Algorithm for Computing Ranked Full Disjunctions 2005 PODS 5.351182e-05
9,828 Computing Full Disjunctions 2003 PODS 5.1074821e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 10,838 IncreQueryFusion: On-demand Data Fusion Framework in Dynamic Data Lakes 2026 VLDB
2 679 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD
3 2,370 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB
4 1,742 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB
5 758 Table Union Search on Open Data 2018 VLDB
6 10,745 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD
7 1,268 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD
8 11,651 Searching Data Lakes for Nested and Joined Data 2024 VLDB
9 10,908 EcoTable: Cost-effective Table Integration in Data Lakes for Natural Language Queries 2026 VLDB
10 4,419 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB