DBScholar

Back to papers

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
13532
Venue
VLDB
Year
2023
Pagerank
6.8878137e-05
Overall Rank
4,123 | 71.72%
DOI
10.14778/3574245.3574274

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
2,192 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB 8.9767241e-05
3,073 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB 7.785842e-05
4,990 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 6.4105738e-05
5,441 Fast Shapley Value Computation in Data Assemblage Tasks as Cooperative Simple Games 2024 SIGMOD 6.2184806e-05
9,505 TabulaX: Leveraging Large Language Models for Multi-Class Table Transformations 2025 VLDB 5.258497e-05
9,972 Cents: A Flexible and Cost-Effective Framework for LLM-Based Table Understanding 2025 VLDB 5.1845938e-05
10,109 QueryArtisan: Generating Data Manipulation Codes for Ad-hoc Analysis in Data Lakes 2025 VLDB 5.1347137e-05
10,399 Retrieve-and-Verify: A Table Context Selection Framework for Accurate Column Annotations 2026 SIGMOD 5.093636e-05
10,486 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD 5.093636e-05
10,783 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 5.093636e-05
10,812 Discovering Approximate Inclusion Dependencies 2025 VLDB 5.093636e-05
10,968 Suna: Scalable Causal Confounder Discovery over Relational Data 2025 VLDB 5.093636e-05
10,987 OmniMatch: Joinability Discovery in Data Products 2025 VLDB 5.093636e-05
11,167 Determining the Largest Overlap between Tables 2024 SIGMOD 5.093636e-05
11,270 Searching Data Lakes for Nested and Joined Data 2024 VLDB 5.093636e-05
Previous Page 1 / 1 Next

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 0.0007727299
248 Evaluation of entity resolution approaches on real-world match problems 2010 VLDB 0.00023278354
297 Generic Schema Matching with Cupid 2001 VLDB 0.00022157284
317 Annotating and Searching Web Tables Using Entities, Types and Relationships 2010 VLDB 0.00021402049
390 COMA - A system for flexible combination of schema matching approaches 2002 VLDB 0.00019382486
397 TURL: Table Understanding through Representation Learning 2021 VLDB 0.00019278189
493 Data Integration for the Relational Web 2009 VLDB 0.00017558709
739 Finding Related Tables 2012 SIGMOD 0.0001448231
749 Data Lake Management: Challenges and Opportunities 2019 VLDB 0.00014379989
779 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00014092047
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
1,176 Outerjoins as Disjunctions 1994 SIGMOD 0.00011809075
1,303 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.0001123653
1,402 Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks 2020 SIGMOD 0.00010888094
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
2,216 Open Data Integration 2018 VLDB 8.9374127e-05
2,315 SANTOS: Relationship-based Semantic Table Union Search 2023 SIGMOD 8.7605101e-05
2,791 Integrating Information by Outerjoins and Full Disjunctions (Extended Abstract) 1996 PODS 8.119781e-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
3,456 Automatic Discovery of Attributes in Relational Databases 2011 SIGMOD 7.3998323e-05
4,201 CLAMS: Bringing Quality to Data Lakes 2016 SIGMOD 6.8355878e-05
5,956 RONIN: Data Lake Exploration 2021 VLDB 6.0287066e-05
6,260 Interactive Navigation of Open Data Linkages 2017 VLDB 5.9371372e-05
6,373 Full Disjunctions: Polynomial-Delay Iterators in Action 2006 VLDB 5.8946564e-05
7,325 ADnEV: Cross-Domain Schema Matching using Deep Similarity Matrix Adjustment and Evaluation 2020 VLDB 5.6443833e-05
8,071 An Incremental Algorithm for Computing Ranked Full Disjunctions 2005 PODS 5.4935818e-05
9,646 Computing Full Disjunctions 2003 PODS 5.243371e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

# Overall Rank Paper Year Venue
1 2,980 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB
2 11,511 Amalur: Next-generation Data Integration in Data Lakes 2022 CIDR
3 779 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD
4 3,073 DeepJoin: Joinable Table Discovery with Pre-trained Language Models 2023 VLDB
5 2,192 Semantics-aware Dataset Discovery from Data Lakes with Contextualized Column-based Representation Learning 2023 VLDB
6 878 Table Union Search on Open Data 2018 VLDB
7 10,486 Qualitative Join Discovery in Data Lakes using Examples 2026 SIGMOD
8 1,303 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD
9 11,270 Searching Data Lakes for Nested and Joined Data 2024 VLDB
10 7,893 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB