Human-in-the-loop Outlier Detection

Summary: HOD combines machine outliers with human validation to reveal true outliers beyond statistical rarity. Context-inlier clustering aids interpretation; a bipartite-graph selector minimizes queries while covering all candidates, with empirical gains. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID: 5988
Venue: SIGMOD
Year: 2020
Pagerank: 4.7023767e-05
Overall Rank: 7,580 | 47.32%
DOI: 10.1145/3318464.3389772

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 16 of 16 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
4,103	GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data	2023	SIGMOD	6.4460899e-05
4,455	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.1644904e-05
4,829	Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks	2021	SIGMOD	5.8890126e-05
5,289	LearnedSQLGen: Constraint-aware SQL Generation using Reinforcement Learning	2022	SIGMOD	5.5790771e-05
5,386	Selective Data Acquisition in the Wild for Model Charging	2022	VLDB	5.5346315e-05
5,965	Automatic Data Acquisition for Deep Learning	2021	VLDB	5.2476363e-05
7,180	Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning	2023	VLDB	4.8032775e-05
8,121	LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes	2024	VLDB	4.5771143e-05
8,263	Learned Data-aware Image Representations of Line Charts for Similarity Search	2023	SIGMOD	4.5414364e-05
9,073	VerifAI: Verified Generative AI	2024	CIDR	4.396857e-05
9,708	Outlier Summarization via Human Interpretable Rules	2024	VLDB	4.2951473e-05
9,773	EasyDR: A Human-in-the-loop Error Detection and Repair Platform for Holistic Table Cleaning	2022	VLDB	4.2815042e-05
10,029	Outliers: The Good, the Bad and the Ugly	2026	SIGMOD	4.1905499e-05
10,216	The Case For Language Model Approximated LIKE Predicate	2026	SIGMOD	4.1905499e-05
10,301	LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning	2026	VLDB	4.1905499e-05
11,003	MisDetect: Iterative Mislabel Detection using Early Loss	2024	VLDB	4.1905499e-05

Outgoing Citations (Sorted by Pagerank)

Showing 17 of 17 cited papers.

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

Rank	Cited Paper	Year	Venue	Pagerank
94	CrowdDB: Answering Queries with Crowdsourcing	2011	SIGMOD	0.00051273089
159	LOF: Identifying Density-Based Local Outliers	2000	SIGMOD	0.00040135453
246	Crowdsourced Databases: Query Processing with People	2011	CIDR	0.00030952631
265	CrowdER: Crowdsourcing Entity Resolution	2012	VLDB	0.00029904018
641	Corleone: Hands-Off Crowdsourcing for Entity Matching	2014	SIGMOD	0.00018759417
697	Efficient Algorithms for Mining Outliers from Large Data Sets	2000	SIGMOD	0.00017964755
705	Magellan: Toward Building Entity Matching Management Systems	2016	VLDB	0.00017779048
863	Leveraging Transitive Relations for Crowdsourced Joins	2013	SIGMOD	0.00015793243
2,805	Query-Oriented Data Cleaning with Oracles	2015	SIGMOD	8.103731e-05
2,944	Truth Inference in Crowdsourcing: Is the Problem Solved?	2017	VLDB	7.8457167e-05
3,268	QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications	2015	SIGMOD	7.3027561e-05
3,324	iCrowd: An Adaptive Crowdsourcing Framework	2015	SIGMOD	7.2163115e-05
5,254	CDB: A Crowd-Powered Database System	2018	VLDB	5.5991922e-05
5,369	Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach	2016	SIGMOD	5.5436995e-05
11,713	A Rating-Ranking Method for Crowdsourced Top-k Computation	2018	SIGMOD	4.1905499e-05
11,796	CDB: Optimizing Queries with Crowd-Based Selections and Joins	2017	SIGMOD	4.1905499e-05
11,824	DOCS: Domain-Aware Crowdsourcing System	2017	VLDB	4.1905499e-05

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Overall Rank	Paper	Year	Venue	Pagerank
10,029	Outliers: The Good, the Bad and the Ugly	2026	SIGMOD	4.1905499e-05
3,176	Interactive Outlier Exploration in Big Data Streams	2014	VLDB	7.4380543e-05
2,635	Online Outlier Detection in Sensor Data Using Non-Parametric Models	2006	VLDB	8.4081184e-05
11,470	Fast and Exact Outlier Detection in Metric Spaces: A Proximity Graph-based Approach	2021	SIGMOD	4.1905499e-05
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9,477	OIE: An Interpretable System for Outlier Explanation and Summarization	2025	SIGMOD	4.3300131e-05
4,549	Outlier Detection for High Dimensional Data	2001	SIGMOD	6.0866685e-05
4,455	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.1644904e-05
9,790	Distance-Based Outlier Detection: Consolidation and Renewed Bearing	2010	VLDB	4.2782534e-05
9,708	Outlier Summarization via Human Interpretable Rules	2024	VLDB	4.2951473e-05