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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
0.00012742827
Overall Rank
972 | 93.49%
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
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
1,268 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011243615
1,347 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010947547
1,358 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00010902306
1,489 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010480559
1,690 Annotating Columns with Pre-trained Language Models 2022 SIGMOD 9.8426663e-05
1,731 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.7585913e-05
1,858 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 9.4779185e-05
1,993 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2224853e-05
2,097 Open Data Integration 2018 VLDB 9.0397587e-05
2,200 Data Integration: After the Teenage Years 2017 PODS 8.8631564e-05
2,645 Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks 2020 SIGMOD 8.1641056e-05
2,940 Organizing Data Lakes for Navigation 2020 SIGMOD 7.8206062e-05
3,093 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 7.6378811e-05
3,166 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 7.5597853e-05
3,416 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3046808e-05
3,420 Data Profiling – A Tutorial 2017 SIGMOD 7.300051e-05
4,005 Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search 2021 VLDB 6.8448428e-05
4,369 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6220109e-05
4,419 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB 6.5905711e-05
4,507 Juneau: Data Lake Management for Jupyter 2019 VLDB 6.5555217e-05
4,584 SILKMOTH: An Efficient Method for Finding Related Sets with Maximum Matching Constraints 2017 VLDB 6.5070459e-05
5,036 Discovering Related Data At Scale 2021 VLDB 6.2907736e-05
5,230 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 6.2059854e-05
5,501 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 6.0905697e-05
5,658 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.0309825e-05
5,714 A Demo of the Data Civilizer System 2017 SIGMOD 6.0089846e-05
6,076 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD 5.8774917e-05
7,217 Cross Modal Data Discovery over Structured and Unstructured Data Lakes 2023 VLDB 5.5679482e-05
7,239 DICE: Data Discovery by Example 2021 VLDB 5.5621794e-05
7,310 Data Civilizer 2.0: A Holistic Framework for Data Preparation and Analytics 2019 VLDB 5.5432586e-05
7,379 The VADA Architecture for Cost-Effective Data Wrangling 2017 SIGMOD 5.5227153e-05
7,635 The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development 2020 SIGMOD 5.46321e-05
7,860 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.422643e-05
8,029 ItemSuggest: A Data Management Platform for Machine Learned Ranking Services 2019 CIDR 5.3871627e-05
8,365 ConnectionLens: Finding Connections Across Heterogeneous Data Sources 2018 VLDB 5.3299705e-05
8,424 Crossing the finish line faster when paddling the Data Lake with KAYAK 2017 VLDB 5.3189694e-05
8,609 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 5.2892055e-05
8,994 Effective Entity Augmentation By Querying External Data Sources 2023 VLDB 5.2284279e-05
9,003 DataLoom: Simplifying Data Loading with LLMs 2024 VLDB 5.2256178e-05
9,571 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.1430298e-05
9,614 Glean: Structured Extractions from Templatic Documents 2021 VLDB 5.1376962e-05
9,711 Debugging Large-Scale Data Science Pipelines using Dagger 2020 VLDB 5.1244582e-05
9,775 Retrofitting GDPR Compliance onto Legacy Databases 2022 VLDB 5.115551e-05
10,369 Zed: Leveraging Data Types to Process Eclectic Data 2023 CIDR 5.0064651e-05
10,371 QueryArtisan: Generating Data Manipulation Codes for Ad-hoc Analysis in Data Lakes 2025 VLDB 5.0010514e-05
10,496 BAT: Target-Instance-Free Data Preparation Synthesis via LLM-Driven Tree Search 2026 SIGMOD 4.9605343e-05
10,875 Document-to-Database: Extraction Meets Relational Semantics 2026 VLDB 4.9605343e-05
11,015 Morphing-based Compression for Data-centric ML Pipelines 2026 VLDB 4.9605343e-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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