ARDA: Automatic Relational Data Augmentation for Machine Learning

Summary: ARDA automates relational data augmentation for ML via joins of input data with external data to yield features. Two components: data-search-join to assemble augmented features; efficient feature selection to prune noisy features; validated on datasets. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 12050
Venue: VLDB
Year: 2020
Pagerank: 0.00011866333
Overall Rank: 1,462 | 89.85%
DOI: 10.14778/3397230.3397235

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 32 of 32 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
1,742	Auctus: A Dataset Search Engine for Data Discovery and Augmentation	2021	VLDB	0.00010695388
3,326	DeepJoin: Joinable Table Discovery with Pre-trained Language Models	2023	VLDB	7.2148323e-05
3,466	AI Meets Database: AI4DB and DB4AI	2021	SIGMOD	7.0645718e-05
3,729	Cost-based or Learning-based? A Hybrid Query Optimizer for Query Plan Selection	2022	VLDB	6.8078013e-05
3,754	Data Acquisition for Improving Machine Learning Models	2021	VLDB	6.7830341e-05
3,765	Ember: No-Code Context Enrichment via Similarity-Based Keyless Joins	2022	VLDB	6.7760748e-05
3,827	Correlation Sketches for Approximate Join-Correlation Queries	2021	SIGMOD	6.7195959e-05
4,970	Leva: Boosting Machine Learning Performance with Relational Embedding Data Augmentation	2022	SIGMOD	5.7900867e-05
5,386	Selective Data Acquisition in the Wild for Model Charging	2022	VLDB	5.5346315e-05
5,706	Putting Things into Context: Rich Explanations for Query Answers using Join Graphs	2021	SIGMOD	5.3633001e-05
5,974	Rotom: A Meta-Learned Data Augmentation Framework for Entity Matching, Data Cleaning, Text Classification, and Beyond	2021	SIGMOD	5.2458154e-05
6,081	The Fast and the Private: Task-based Dataset Search	2024	CIDR	5.2179192e-05
6,225	Managing ML Pipelines: Feature Stores and the Coming Wave of Embedding Ecosystems	2021	VLDB	5.1425119e-05
6,268	MATE: Multi-Attribute Table Extraction	2022	VLDB	5.1288179e-05
6,462	Tailoring Data Source Distributions for Fairness-aware Data Integration	2021	VLDB	5.0479645e-05
7,180	Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning	2023	VLDB	4.8032775e-05
7,490	Saibot: A Differentially Private Data Search Platform	2023	VLDB	4.7135369e-05
7,586	LakeCompass: An End-to-End System for Data Maintenance, Search and Analysis in Data Lakes	2024	VLDB	4.700127e-05
8,121	LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes	2024	VLDB	4.5771143e-05
8,276	Optimizing Data Acquisition to Enhance Machine Learning Performance	2024	VLDB	4.5392079e-05
9,443	Bootleg: Chasing the Tail with Self-Supervised Named Entity Disambiguation	2021	CIDR	4.3383453e-05
9,849	Reptile: Aggregation-level Explanations for Hierarchical Data	2022	SIGMOD	4.2680295e-05
10,269	Database Views as Explanations for Relational Deep Learning	2026	VLDB	4.1905499e-05
10,488	Data Enhancement for Binary Classification of Relational Data	2025	SIGMOD	4.1905499e-05
10,732	Suna: Scalable Causal Confounder Discovery over Relational Data	2025	VLDB	4.1905499e-05
10,760	OmniMatch: Joinability Discovery in Data Products	2025	VLDB	4.1905499e-05
10,958	Data Acquisition for Improving Model Confidence	2024	SIGMOD	4.1905499e-05
10,976	Unstructured Data Fusion for Schema and Data Extraction	2024	SIGMOD	4.1905499e-05
11,028	Sampling Methods for Inner Product Sketching	2024	VLDB	4.1905499e-05
11,038	Relational Query Synthesis ⋈ Decision Tree Learning	2024	VLDB	4.1905499e-05
11,057	Enriching Relations with Additional Attributes for ER	2024	VLDB	4.1905499e-05
11,222	Lightweight Materialization for Fast Dashboards Over Joins	2023	SIGMOD	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 12 of 12 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
420	InfoGather: Entity Augmentation and Attribute Discovery By Holistic Matching with Web Tables	2012	SIGMOD	0.00023700634
519	Data Integration for the Relational Web	2009	VLDB	0.00021148006
609	Goods: Organizing Google's Datasets	2016	SIGMOD	0.00019223217
901	To Join or Not to Join? Thinking Twice about Joins before Feature Selection	2016	SIGMOD	0.00015462938
917	Democratizing Data Science through Interactive Curation of ML Pipelines	2019	SIGMOD	0.00015324193
1,278	DataHub: Collaborative Data Science & Dataset Version Management at Scale	2015	CIDR	0.00012851949
1,354	Northstar: An Interactive Data Science System	2018	VLDB	0.00012424105
1,565	Principles of Dataset Versioning: Exploring the Recreation/Storage Tradeoff	2015	VLDB	0.00011336478
1,831	Data Wrangling: The Challenging Journey from the Wild to the Lake	2015	CIDR	0.0001037061
3,351	Collaborative Data Analytics with DataHub	2015	VLDB	7.1859291e-05
4,123	Are Key-Foreign Key Joins Safe to Avoid when Learning High-Capacity Classifiers?	2018	VLDB	6.4290005e-05
5,056	A Demo of the Data Civilizer System	2017	SIGMOD	5.7225065e-05

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