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ExDRa: Exploratory Data Science on Federated Raw Data

Summary: ExDRa enables exploratory data science on federated raw data: ad-hoc integration, intermediates reuse, and lifecycle optimization for partially accessible data. It adds a federated SystemDS backend for linear algebra, PS, and data prep to enable enterprise federated ML and privacy-aware data management. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6239
Venue
SIGMOD
Year
2021
Pagerank
4.6689015e-05
Overall Rank
7,702 | 46.48%
DOI
10.1145/3448016.3457549

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 7 of 7 citing papers.

Rank Citing Paper Year Venue Pagerank
7,303 DAPHNE: An Open and Extensible System Infrastructure for Integrated Data Analysis Pipelines 2022 CIDR 4.7632836e-05
8,453 Secure and Verifiable Data Collaboration with Low-Cost Zero-Knowledge Proofs 2024 VLDB 4.5022073e-05
8,515 UPLIFT: Parallelization Strategies for Feature Transformations in Machine Learning Workloads 2022 VLDB 4.4901466e-05
8,782 AWARE: Workload-aware, Redundancy-exploiting Linear Algebra 2023 SIGMOD 4.4478585e-05
9,328 FEAST: A Communication-efficient Federated Feature Selection Framework for Relational Data 2023 SIGMOD 4.351469e-05
9,355 GIO: Generating Efficient Matrix and Frame Readers for Custom Data Formats by Example 2023 SIGMOD 4.3484264e-05
10,286 Incremental Stream Query Deployment under Continuous Infrastructure Changes in the Cloud-Edge Continuum 2026 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 38 of 38 cited papers.

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

Rank Cited Paper Year Venue Pagerank
66 Spark SQL: Relational Data Processing in Spark 2015 SIGMOD 0.00061707583
169 MAD Skills: New Analysis Practices for Big Data 2009 VLDB 0.00038967371
192 HoloClean: Holistic Data Repairs with Probabilistic Inference 2017 VLDB 0.00035692958
330 An Architecture for Parallel Topic Models 2010 VLDB 0.00027271063
407 Database Cracking 2007 CIDR 0.00023941779
668 Incremental Knowledge Base Construction Using DeepDive 2015 VLDB 0.00018428925
758 Materialization Optimizations for Feature Selection Workloads 2014 SIGMOD 0.00017053915
917 Democratizing Data Science through Interactive Curation of ML Pipelines 2019 SIGMOD 0.00015324193
1,099 Privacy Preserving Vertical Federated Learning for Tree-based Models 2020 VLDB 0.00014063542
1,274 The Data Civilizer System 2017 CIDR 0.00012869297
1,340 HoloDetect: Few-Shot Learning for Error Detection 2019 SIGMOD 0.00012492795
1,346 NoDB: Efficient Query Execution on Raw Data Files 2012 SIGMOD 0.00012472598
1,632 Garlic: A New Flavor of Federated Query Processing for DB2 2002 SIGMOD 0.00011070537
1,666 HELIX: Holistic Optimization for Accelerating Iterative Machine Learning 2019 VLDB 0.00010955907
1,946 Heterogeneity-aware Distributed Parameter Servers 2017 SIGMOD 9.9983926e-05
1,970 Compressed Linear Algebra for Large-Scale Machine Learning 2016 VLDB 9.9024431e-05
2,026 Lazy Maintenance of Materialized Views 2007 VLDB 9.7466372e-05
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4905306e-05
2,157 MISTIQUE: A System to Store and Query Model Intermediates for Model Diagnosis 2018 SIGMOD 9.4153917e-05
2,260 LINVIEW: Incremental View Maintenance for Complex Analytical Queries 2014 SIGMOD 9.1771829e-05
2,308 Nearest Neighbor Classifiers over Incomplete Information: From Certain Answers to Certain Predictions 2021 VLDB 9.0634287e-05
2,367 Here are my Data Files. Here are my Queries. Where are my Results? 2011 CIDR 8.9502761e-05
2,575 Query Optimization for Dynamic Imputation 2017 VLDB 8.5100213e-05
2,695 An Architecture for Recycling Intermediates in a Column-store 2009 SIGMOD 8.2827669e-05
2,929 WANalytics: Analytics for a Geo-Distributed Data-Intensive World 2015 CIDR 7.8792902e-05
2,939 AIDA - Abstraction for Advanced In-Database Analytics 2018 VLDB 7.8514162e-05
3,027 Helix: Accelerating Human-in-the-loop Machine Learning 2018 VLDB 7.68624e-05
3,487 Building High Throughput Permissioned Blockchain Fabrics: Challenges and Opportunities 2020 VLDB 7.0466499e-05
4,197 Overton: A Data System for Monitoring and Improving Machine-Learned Products 2020 CIDR 6.3625568e-05
4,319 Fast Queries Over Heterogeneous Data Through Engine Customization 2016 VLDB 6.2823814e-05
4,406 Declarative Recursive Computation on an RDBMS 2019 VLDB 6.2044305e-05
4,779 LIMA: Fine-grained Lineage Tracing and Reuse in Machine Learning Systems 2021 SIGMOD 5.9259373e-05
5,438 The NebulaStream Platform: Data and Application Management for the Internet of Things 2020 CIDR 5.5041764e-05
5,444 "Amnesia" - A Selection of Machine Learning Models That Can Forget User Data Very Fast 2020 CIDR 5.4998709e-05
6,061 Optimizing Machine Learning Workloads in Collaborative Environments 2020 SIGMOD 5.2270653e-05
6,535 Tuple-oriented Compression for Large-scale Mini-batch Stochastic Gradient Descent 2019 SIGMOD 5.0184189e-05
6,649 Grizzly: Efficient Stream Processing Through Adaptive Query Compilation 2020 SIGMOD 4.9724735e-05
7,415 State of Public and Private Blockchains: Myths and Reality 2019 SIGMOD 4.7310956e-05
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