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: 5987
Venue: SIGMOD
Year: 2020
Pagerank: 4.7068909e-05
Overall Rank: 7,575 | 47.31%
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
4,102	GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data	2023	SIGMOD	6.4522929e-05
4,456	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.1704203e-05
4,825	Synthesizing Natural Language to Visualization (NL2VIS) Benchmarks from NL2SQL Benchmarks	2021	SIGMOD	5.8946721e-05
5,371	LearnedSQLGen: Constraint-aware SQL Generation using Reinforcement Learning	2022	SIGMOD	5.5428776e-05
5,381	Selective Data Acquisition in the Wild for Model Charging	2022	VLDB	5.5399508e-05
5,963	Automatic Data Acquisition for Deep Learning	2021	VLDB	5.2526794e-05
7,179	Coresets over Multiple Tables for Feature-rich and Data-efficient Machine Learning	2023	VLDB	4.8078895e-05
8,116	LakeBench: A Benchmark for Discovering Joinable and Unionable Tables in Data Lakes	2024	VLDB	4.581507e-05
8,268	Learned Data-aware Image Representations of Line Charts for Similarity Search	2023	SIGMOD	4.5456668e-05
9,077	VerifAI: Verified Generative AI	2024	CIDR	4.4010762e-05
9,709	Outlier Summarization via Human Interpretable Rules	2024	VLDB	4.299267e-05
9,771	EasyDR: A Human-in-the-loop Error Detection and Repair Platform for Holistic Table Cleaning	2022	VLDB	4.2856106e-05
10,029	Outliers: The Good, the Bad and the Ugly	2026	SIGMOD	4.1945683e-05
10,216	The Case For Language Model Approximated LIKE Predicate	2026	SIGMOD	4.1945683e-05
10,289	LEAD: Iterative Data Selection for Efficient LLM Instruction Tuning	2026	VLDB	4.1945683e-05
11,000	MisDetect: Iterative Mislabel Detection using Early Loss	2024	VLDB	4.1945683e-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	0.00051013264
161	LOF: Identifying Density-Based Local Outliers	2000	SIGMOD	0.00039846974
249	Crowdsourced Databases: Query Processing with People	2011	CIDR	0.00030740523
263	CrowdER: Crowdsourcing Entity Resolution	2012	VLDB	0.00029862413
643	Corleone: Hands-Off Crowdsourcing for Entity Matching	2014	SIGMOD	0.00018754451
701	Efficient Algorithms for Mining Outliers from Large Data Sets	2000	SIGMOD	0.00017938417
712	Magellan: Toward Building Entity Matching Management Systems	2016	VLDB	0.00017732426
866	Leveraging Transitive Relations for Crowdsourced Joins	2013	SIGMOD	0.00015801196
2,797	Query-Oriented Data Cleaning with Oracles	2015	SIGMOD	8.1108589e-05
2,937	Truth Inference in Crowdsourcing: Is the Problem Solved?	2017	VLDB	7.853108e-05
3,263	QASCA: A Quality-Aware Task Assignment System for Crowdsourcing Applications	2015	SIGMOD	7.3097573e-05
3,322	iCrowd: An Adaptive Crowdsourcing Framework	2015	SIGMOD	7.2230626e-05
5,279	CDB: A Crowd-Powered Database System	2018	VLDB	5.5902418e-05
5,362	Cost-Effective Crowdsourced Entity Resolution: A Partial-Order Approach	2016	SIGMOD	5.5473503e-05
11,707	A Rating-Ranking Method for Crowdsourced Top-k Computation	2018	SIGMOD	4.1945683e-05
11,788	CDB: Optimizing Queries with Crowd-Based Selections and Joins	2017	SIGMOD	4.1945683e-05
11,816	DOCS: Domain-Aware Crowdsourcing System	2017	VLDB	4.1945683e-05

Semantically Similar Papers

Overall Rank	Paper	Year	Venue	Pagerank
10,029	Outliers: The Good, the Bad and the Ugly	2026	SIGMOD	4.1945683e-05
3,171	Interactive Outlier Exploration in Big Data Streams	2014	VLDB	7.4447236e-05
2,629	Online Outlier Detection in Sensor Data Using Non-Parametric Models	2006	VLDB	8.4160309e-05
11,467	Fast and Exact Outlier Detection in Metric Spaces: A Proximity Graph-based Approach	2021	SIGMOD	4.1945683e-05
3,920	Continuous Outlier Detection in Data Streams: An Extensible Framework and State-Of-The-Art Algorithms	2013	SIGMOD	6.6309693e-05
9,475	OIE: An Interpretable System for Outlier Explanation and Summarization	2025	SIGMOD	4.3341665e-05
4,552	Outlier Detection for High Dimensional Data	2001	SIGMOD	6.0922282e-05
4,456	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.1704203e-05
9,787	Distance-Based Outlier Detection: Consolidation and Renewed Bearing	2010	VLDB	4.2823546e-05
9,709	Outlier Summarization via Human Interpretable Rules	2024	VLDB	4.299267e-05