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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
6.7687144e-05
Overall Rank
4,159 | 72.05%
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
1,854 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 9.4961138e-05
2,378 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 8.5495442e-05
5,100 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.271266e-05
5,432 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 6.1310946e-05
7,933 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 5.4228804e-05
8,582 OmniMatch: Joinability Discovery in Data Products 2025 VLDB 5.3097022e-05
10,063 Discovering Approximate Inclusion Dependencies 2025 VLDB 5.0851868e-05
10,169 Cents: A Flexible and Cost-Effective Framework for LLM-Based Table Understanding 2025 VLDB 5.0658661e-05
10,344 QueryArtisan: Generating Data Manipulation Codes for Ad-hoc Analysis in Data Lakes 2025 VLDB 5.0176429e-05
10,606 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 4.9769913e-05
10,684 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD 4.9769913e-05
11,209 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 4.9769913e-05
11,362 Suna: Scalable Causal Confounder Discovery over Relational Data 2025 VLDB 4.9769913e-05
11,518 Determining the Largest Overlap between Tables 2024 SIGMOD 4.9769913e-05
11,604 Searching Data Lakes for Nested and Joined Data 2024 VLDB 4.9769913e-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 0.00075910134
244 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023307564
296 Generic Schema Matching with Cupid 2001 VLDB 0.00021857869
316 Annotating and Searching Web Tables Using Entities, Types and Relationships 2010 VLDB 0.00021212425
377 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019564011
407 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00019017823
484 Data Integration for the Relational Web 2009 VLDB 0.00017541069
624 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00015476813
694 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00014721161
718 Finding Related Tables 2012 SIGMOD 0.00014526813
765 Table Union Search on Open Data 2018 VLDB 0.00014119196
822 On Schema Matching with Opaque Column Names and Data Values 2003 SIGMOD 0.00013645125
1,199 Outerjoins as Disjunctions 1994 SIGMOD 0.00011559895
1,293 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011144991
1,391 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010812249
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
2,160 Open Data Integration 2018 VLDB 8.9373643e-05
2,613 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 8.2229082e-05
2,853 Integrating Information by Outerjoins and Full Disjunctions (Extended Abstract) 1996 PODS 7.9375001e-05
3,255 Stitching Web Tables for Improving Matching Quality 2017 VLDB 7.4864653e-05
3,470 Automatic Discovery of Attributes in Relational Databases 2011 SIGMOD 7.273555e-05
4,020 CLAMS: Bringing Quality to Data Lakes 2016 SIGMOD 6.8481527e-05
5,407 RONIN: Data Lake Exploration 2021 VLDB 6.1433552e-05
6,247 Interactive Navigation of Open Data Linkages 2017 VLDB 5.8347624e-05
6,502 Full Disjunctions: Polynomial-Delay Iterators in Action 2006 VLDB 5.7622992e-05
6,888 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 5.653972e-05
8,241 An Incremental Algorithm for Computing Ranked Full Disjunctions 2005 PODS 5.3686457e-05
9,795 Computing Full Disjunctions 2003 PODS 5.1241373e-05
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Semantically Similar Papers

# Overall Rank Paper Year Venue
1 10,777 IncreQueryFusion: On-demand Data Fusion Framework in Dynamic Data Lakes 2026 VLDB
2 694 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD
3 2,378 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB
4 1,854 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB
5 765 Table Union Search on Open Data 2018 VLDB
6 10,684 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD
7 1,293 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD
8 11,604 Searching Data Lakes for Nested and Joined Data 2024 VLDB
9 10,847 EcoTable: Cost-effective Table Integration in Data Lakes for Natural Language Queries 2026 VLDB
10 4,411 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB