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Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks

Summary: Proposes EmbDI, local relational embeddings learned from a compact graph-based representation for data integration. Derives sentences from the graph to express similarity across tokens, attributes, and rows, aiding schema matching and entity resolution. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6019
Venue
SIGMOD
Year
2020
Pagerank
0.00010888094
Overall Rank
1,402 | 90.39%
DOI
10.1145/3318464.3389742

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{cappuzzo_sigmod20,
        title = {{Creating Embeddings of Heterogeneous Relational Datasets for Data Integration Tasks}},
        author = {Cappuzzo, Riccardo and Papotti, Paolo and Thirumuruganathan, Saravanan},
        series = {{SIGMOD} '20},
        booktitle = {Proceedings of the {ACM} {SIGMOD} International Conference on Management of Data},
        publisher = {Association for Computing Machinery},
        doi = {10.1145/3318464.3389742},
        url = {https://dl.acm.org/doi/10.1145/3318464.3389742},
        year = {2020}
}

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank Citing Paper Year Venue Pagerank
1,573 Deep Learning Models for Selectivity Estimation of Multi-Attribute Queries 2020 SIGMOD 0.00010328171
1,923 Annotating Columns with Pre-trained Language Models 2022 SIGMOD 9.4789109e-05
2,019 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2983994e-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
2,475 Deep Learning for Blocking in Entity Matching: A Design Space Exploration 2021 VLDB 8.5277654e-05
3,516 LOGER: A Learned Optimizer towards Generating Efficient and Robust Query Execution Plans 2023 VLDB 7.3524442e-05
3,545 Astrid: Accurate Selectivity Estimation for String Predicates using Deep Learning 2021 VLDB 7.3249967e-05
4,123 Integrating Data Lake Tables 2023 VLDB 6.8878137e-05
4,735 Leva: Boosting Machine Learning Performance with Relational Embedding Data Augmentation 2022 SIGMOD 6.5315782e-05
4,836 Transformers for Tabular Data Representation: A Tutorial on Models and Applications 2022 VLDB 6.4848269e-05
5,291 DiffPrep: Differentiable Data Preprocessing Pipeline Search for Learning over Tabular Data 2023 SIGMOD 6.2801343e-05
5,293 Magneto: Combining Small and Large Language Models for Schema Matching 2025 VLDB 6.279939e-05
5,608 Big Graphs: Challenges and Opportunities 2022 VLDB 6.1514145e-05
5,816 Observatory: Characterizing Embeddings of Relational Tables 2024 VLDB 6.0776454e-05
7,092 FlexER: Flexible Entity Resolution for Multiple Intents 2023 SIGMOD 5.705818e-05
7,501 TableDC: Deep Clustering for Tabular Data 2025 SIGMOD 5.6029996e-05
7,843 BigVectorBench: Heterogeneous Data Embedding and Compound Queries are Essential in Evaluating Vector Databases 2025 VLDB 5.5333312e-05
8,627 ThriftLLM: On Cost-Effective Selection of Large Language Models for Classification Queries 2025 VLDB 5.3969543e-05
9,438 SubTab: Data Exploration with Informative Sub-Tables 2022 SIGMOD 5.2687297e-05
9,818 Hierarchical Entity Resolution using an Oracle 2022 SIGMOD 5.214913e-05
9,930 Data Augmentation for ML-driven Data Preparation and Integration 2021 VLDB 5.1955087e-05
10,556 OpenSQL: Data-Efficient Text-to-SQL for Open-Source LLMs via Synthesized Intermediate Supervision 2026 VLDB 5.093636e-05
10,557 Database Views as Explanations for Relational Deep Learning 2026 VLDB 5.093636e-05
10,783 Table Overlap Estimation through Graph Embeddings 2025 SIGMOD 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
11,255 Blocker and Matcher Can Mutually Benefit: A Co-Learning Framework for Low-Resource Entity Resolution 2024 VLDB 5.093636e-05
11,417 Demystifying the QoS and QoE of Edge-hosted Video Streaming Applications in the Wild with SNESet 2023 SIGMOD 5.093636e-05
11,430 VersaMatch: Ontology Matching with Weak Supervision 2023 VLDB 5.093636e-05
11,465 MINT: Detecting Fraudulent Behaviors from Time-series Relational Data 2023 VLDB 5.093636e-05
11,541 SPINE: Scaling up Programming-by-Negative-Example for String Filtering and Transformation 2022 SIGMOD 5.093636e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 13 of 13 cited papers.

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

Rank Cited Paper Year Venue Pagerank
176 Deep Learning for Entity Matching: A Design Space Exploration 2018 SIGMOD 0.00027191081
439 Corleone: Hands-Off Crowdsourcing for Entity Matching 2014 SIGMOD 0.00018464913
489 Distributed Representations of Tuples for Entity Resolution 2018 VLDB 0.0001761456
971 ILOG: Declarative Creation and Manipulation of Object Identifiers 1990 VLDB 0.00012875736
1,351 Detecting Data Errors: Where are we and what needs to be done? 2016 VLDB 0.00011064851
1,643 Falcon: Scaling Up Hands-Off Crowdsourced Entity Matching to Build Cloud Services 2017 SIGMOD 0.00010134956
2,075 FREDDY: Fast Word Embeddings in Database Systems 2018 SIGMOD 9.2132247e-05
2,142 Messing Up with BART: Error Generation for Evaluating Data-Cleaning Algorithms 2016 VLDB 9.0975882e-05
2,169 Data Integration: After the Teenage Years 2017 PODS 9.0436759e-05
2,264 Exploiting Latent Information in Relational Databases via Word Embedding and Application to Degrees of Disclosure 2019 CIDR 8.8419988e-05
2,980 Auto-Join: Joining Tables by Leveraging Transformations 2017 VLDB 7.8975073e-05
3,487 ++Spicy: an Open-Source Tool for Second-Generation Schema Mapping and Data Exchange 2011 VLDB 7.3687386e-05
4,023 Smurf: Self-Service String Matching Using Random Forests 2019 VLDB 6.949387e-05
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