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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
0.00012763234
Overall Rank
972 | 93.47%
DOI
-

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 0.00015479826
694 JOSIE: Overlap Set Similarity Search for Finding Joinable Tables in Data Lakes 2019 SIGMOD 0.00014727089
1,293 Finding Related Tables in Data Lakes for Interactive Data Science 2020 SIGMOD 0.00011149857
1,342 Baran: Effective Error Correction via a Unified Context Representation and Transfer Learning 2020 VLDB 0.00010968223
1,392 Symphony: Towards Natural Language Query Answering over Multi-modal Data Lakes 2023 CIDR 0.00010807936
1,493 Synthesizing Entity Matching Rules by Examples 2018 VLDB 0.00010505174
1,780 Annotating Columns with Pre-trained Language Models 2022 SIGMOD 9.6560923e-05
1,805 Raha: A Configuration-Free Error Detection System 2019 SIGMOD 9.59842e-05
1,845 Data Market Platforms: Trading Data Assets to Solve Data Problems 2020 VLDB 9.5136397e-05
1,991 RPT: Relational Pre-trained Transformer Is Almost All You Need towards Democratizing Data Preparation 2021 VLDB 9.2383849e-05
2,158 Open Data Integration 2018 VLDB 8.941016e-05
2,190 Data Integration: After the Teenage Years 2017 PODS 8.8867887e-05
2,641 Auto-Suggest: Learning-to-Recommend Data Preparation Steps Using Data Science Notebooks 2020 SIGMOD 8.1787073e-05
2,926 Organizing Data Lakes for Navigation 2020 SIGMOD 7.8442582e-05
3,090 Correlation Sketches for Approximate Join-Correlation Queries 2021 SIGMOD 7.6584982e-05
3,402 RHEEM: Enabling Cross-Platform Data Processing - May The Big Data Be With You! - 2018 VLDB 7.3304477e-05
3,418 Data Profiling – A Tutorial 2017 SIGMOD 7.3210362e-05
3,473 Unicorn: A Unified Multi-tasking Model for Supporting Matching Tasks in Data Integration 2023 SIGMOD 7.2728706e-05
4,235 Auto-Pipeline: Synthesizing Complex Data Pipelines By-Target Using Reinforcement Learning and Search 2021 VLDB 6.713221e-05
4,347 Horizon: Scalable Dependency-driven Data Cleaning 2021 VLDB 6.6469984e-05
4,409 LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes 2024 VLDB 6.6120807e-05
4,491 Juneau: Data Lake Management for Jupyter 2019 VLDB 6.5778095e-05
4,571 SILKMOTH: An Efficient Method for Finding Related Sets with Maximum Matching Constraints 2017 VLDB 6.5286445e-05
5,015 Discovering Related Data At Scale 2021 VLDB 6.3135569e-05
5,572 Saga: A Scalable Framework for Optimizing Data Cleaning Pipelines for Machine Learning Applications 2023 SIGMOD 6.0802555e-05
5,643 Self-supervised and Interpretable Data Cleaning with Sequence Generative Adversarial Networks 2023 VLDB 6.0538129e-05
5,700 A Demo of the Data Civilizer System 2017 SIGMOD 6.0317753e-05
5,954 Semi-Supervised Data Cleaning with Raha and Baran 2021 CIDR 5.9357922e-05
6,181 High-Dimensional Vector Similarity Search: From Time Series to Deep Network Embeddings 2020 SIGMOD 5.8595125e-05
7,197 Cross Modal Data Discovery over Structured and Unstructured Data Lakes 2023 VLDB 5.5890662e-05
7,218 DICE: Data Discovery by Example 2021 VLDB 5.5832755e-05
7,291 Data Civilizer 2.0: A Holistic Framework for Data Preparation and Analytics 2019 VLDB 5.5642829e-05
7,354 The VADA Architecture for Cost-Effective Data Wrangling 2017 SIGMOD 5.5436618e-05
7,613 The Machine Learning Bazaar: Harnessing the ML Ecosystem for Effective System Development 2020 SIGMOD 5.4839307e-05
7,839 ExDRa: Exploratory Data Science on Federated Raw Data 2021 SIGMOD 5.4432099e-05
8,012 ItemSuggest: A Data Management Platform for Machine Learned Ranking Services 2019 CIDR 5.4072178e-05
8,348 ConnectionLens: Finding Connections Across Heterogeneous Data Sources 2018 VLDB 5.3501859e-05
8,402 Crossing the finish line faster when paddling the Data Lake with KAYAK 2017 VLDB 5.3391207e-05
8,583 OneProvenance: Efficient Extraction of Dynamic Coarse-Grained Provenance From Database Query Event Logs 2023 VLDB 5.3092552e-05
8,964 Effective Entity Augmentation By Querying External Data Sources 2023 VLDB 5.2482562e-05
8,986 DataLoom: Simplifying Data Loading with LLMs 2024 VLDB 5.2428439e-05
9,549 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 5.1599622e-05
9,581 Glean: Structured Extractions from Templatic Documents 2021 VLDB 5.1571823e-05
9,675 Debugging Large-Scale Data Science Pipelines using Dagger 2020 VLDB 5.1438113e-05
9,738 Retrofitting GDPR Compliance onto Legacy Databases 2022 VLDB 5.1349531e-05
10,335 Zed: Leveraging Data Types to Process Eclectic Data 2023 CIDR 5.0254535e-05
10,337 QueryArtisan: Generating Data Manipulation Codes for Ad-hoc Analysis in Data Lakes 2025 VLDB 5.0200193e-05
10,418 BAT: Target-Instance-Free Data Preparation Synthesis via LLM-Driven Tree Search 2026 SIGMOD 4.9793485e-05
10,804 Document-to-Database: Extraction Meets Relational Semantics 2026 VLDB 4.9793485e-05
10,945 Morphing-based Compression for Data-centric ML Pipelines 2026 VLDB 4.9793485e-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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