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The Data Civilizer System

Summary: DATA CIVILIZER builds a linkage graph to discover relevant enterprise datasets and join paths, federates execution across heterogeneous stores via a polystore, and integrates cleaning into query processing. Adds a workflow engine for flexible, update-aware pipelines. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID
h798176cced7f6467
Venue
CIDR
Year
2017
Pagerank
0.00012757732
Overall Rank
972 | 93.47%
DOI
-
PDF
Download (CC BY 3.0)

Incoming Non-self Citations Over Time

Authors

BibTeX Citation

@inproceedings{deng_cidr17,
        address = {Amsterdam, Netherlands},
        series = {{CIDR} '17},
        title = {{The Data Civilizer System}},
        booktitle = {Proceedings of the {Conference} on {Innovative} {Data} {Systems} {Research}},
        author = {Deng, Dong and Fernandez, Raul Castro and Abedjan, Ziawasch and Wang, Sibo and Stonebraker, Michael and Elmagarmid, Ahmed and Ilyas, Ihab F. and Madden, Samuel and Ouzzani, Mourad and Tang, Nan},
        year = {2017}
}

Incoming Citations (Sorted by Pagerank)

Showing 50 of 56 citing papers.

Rank Citing Paper Year Venue Pagerank
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
1,293 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011144991
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010963254
1,387 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00010829741
1,493 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010500948
1,778 Annotating Columns with Pre-trained Language Models 2022 SIGMOD 9.6578031e-05
1,805 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.5938877e-05
1,847 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 9.5091361e-05
1,993 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2348951e-05
2,160 Open Data Integration 2018 VLDB 8.9373643e-05
2,192 Data Integration: After the Teenage Years 2017 PODS 8.8826744e-05
2,642 Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks 2020 SIGMOD 8.1751637e-05
2,927 Organizing Data Lakes for Navigation 2020 SIGMOD 7.8407133e-05
3,092 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 7.6548729e-05
3,402 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3269775e-05
3,419 Data Profiling – A Tutorial 2017 SIGMOD 7.3175997e-05
3,473 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 7.2697311e-05
4,235 Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search 2021 VLDB 6.710043e-05
4,348 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6438522e-05
4,411 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB 6.6089506e-05
4,494 Juneau: Data Lake Management for Jupyter 2019 VLDB 6.5747499e-05
4,573 SILKMOTH: An Efficient Method for Finding Related Sets with Maximum Matching Constraints 2017 VLDB 6.5257221e-05
5,018 Discovering Related Data At Scale 2021 VLDB 6.3107365e-05
5,574 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 6.0773771e-05
5,645 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.0509471e-05
5,703 A Demo of the Data Civilizer System 2017 SIGMOD 6.02892e-05
5,956 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 5.9329823e-05
6,184 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD 5.8567387e-05
7,199 Cross Modal Data Discovery over Structured and Unstructured Data Lakes 2023 VLDB 5.5864204e-05
7,220 DICE: Data Discovery by Example 2021 VLDB 5.5806325e-05
7,293 Data Civilizer 2.0: A Holistic Framework for Data Preparation and Analytics 2019 VLDB 5.5616488e-05
7,358 The VADA Architecture for Cost-Effective Data Wrangling 2017 SIGMOD 5.5410375e-05
7,620 The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development 2020 SIGMOD 5.4813347e-05
7,843 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.4406331e-05
8,017 ItemSuggest: A Data Management Platform for Machine Learned Ranking Services 2019 CIDR 5.4046581e-05
8,352 ConnectionLens: Finding Connections Across Heterogeneous Data Sources 2018 VLDB 5.3476532e-05
8,407 Crossing the finish line faster when paddling the Data Lake with KAYAK 2017 VLDB 5.3365937e-05
8,590 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 5.3067446e-05
8,974 Effective Entity Augmentation By Querying External Data Sources 2023 VLDB 5.2457737e-05
8,984 DataLoom: Simplifying Data Loading with LLMs 2024 VLDB 5.2428922e-05
9,545 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.1600923e-05
9,589 Glean: Structured Extractions from Templatic Documents 2021 VLDB 5.154741e-05
9,682 Debugging Large-Scale Data Science Pipelines using Dagger 2020 VLDB 5.1413762e-05
9,743 Retrofitting GDPR Compliance onto Legacy Databases 2022 VLDB 5.1325223e-05
10,342 Zed: Leveraging Data Types to Process Eclectic Data 2023 CIDR 5.0230745e-05
10,344 QueryArtisan: Generating Data Manipulation Codes for Ad-hoc Analysis in Data Lakes 2025 VLDB 5.0176429e-05
10,430 BAT: Target-Instance-Free Data Preparation Synthesis via LLM-Driven Tree Search 2026 SIGMOD 4.9769913e-05
10,814 Document-to-Database: Extraction Meets Relational Semantics 2026 VLDB 4.9769913e-05
10,954 Morphing-based Compression for Data-centric ML Pipelines 2026 VLDB 4.9769913e-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.

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