Outlier Summarization via Human Interpretable Rules

Summary: STAIR learns concise, human‑interpretable rules (attribute+value predicates) to summarize and explain outlier detection results with finer granularity via an interpretation‑aware objective and iterative rule‑splitting. L‑STAIR localizes learning per partition for high‑dimensional data. (summarized by gpt-5-mini on Feb 09 2026)

Paper ID: 13400
Venue: VLDB
Year: 2024
Pagerank: 4.299267e-05
Overall Rank: 9,709 | 32.46%
DOI: 10.14778/3654621.3654627

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 2 of 2 citing papers.

Rank	Citing Paper	Year	Venue	Pagerank
9,475	OIE: An Interpretable System for Outlier Explanation and Summarization	2025	SIGMOD	4.3341665e-05
10,029	Outliers: The Good, the Bad and the Ugly	2026	SIGMOD	4.1945683e-05

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.

Rank	Cited Paper	Year	Venue	Pagerank
161	LOF: Identifying Density-Based Local Outliers	2000	SIGMOD	0.00039846974
214	Scorpion: Explaining Away Outliers in Aggregate Queries	2013	VLDB	0.0003363692
701	Efficient Algorithms for Mining Outliers from Large Data Sets	2000	SIGMOD	0.00017938417
1,099	Interpretable and Informative Explanations of Outcomes	2015	VLDB	0.00014096312
1,831	Synthesizing Entity Matching Rules by Examples	2018	VLDB	0.00010384082
2,126	MacroBase: Prioritizing Attention in Fast Data	2017	SIGMOD	9.4887794e-05
2,822	Finding Intensional Knowledge of Distance-Based Outliers	1999	VLDB	8.0608136e-05
3,311	Efficient and Effective Data Imputation with Influence Functions	2022	VLDB	7.2406486e-05
3,861	Generating Concise Entity Matching Rules	2017	SIGMOD	6.6878164e-05
4,102	GoodCore: Data-effective and Data-efficient Machine Learning through Coreset Selection over Incomplete Data	2023	SIGMOD	6.4522929e-05
5,128	CAPE: Explaining Outliers by Counterbalancing	2019	VLDB	5.6758584e-05
7,575	Human-in-the-loop Outlier Detection	2020	SIGMOD	4.7068909e-05
11,000	MisDetect: Iterative Mislabel Detection using Early Loss	2024	VLDB	4.1945683e-05

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Overall Rank	Paper	Year	Venue	Pagerank
11,467	Fast and Exact Outlier Detection in Metric Spaces: A Proximity Graph-based Approach	2021	SIGMOD	4.1945683e-05
10,029	Outliers: The Good, the Bad and the Ugly	2026	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
774	Algorithms for Mining Distance-Based Outliers in Large Datasets	1998	VLDB	0.00016865771
3,171	Interactive Outlier Exploration in Big Data Streams	2014	VLDB	7.4447236e-05
4,456	AutoOD: Automatic Outlier Detection	2023	SIGMOD	6.1704203e-05
4,552	Outlier Detection for High Dimensional Data	2001	SIGMOD	6.0922282e-05
9,787	Distance-Based Outlier Detection: Consolidation and Renewed Bearing	2010	VLDB	4.2823546e-05
7,575	Human-in-the-loop Outlier Detection	2020	SIGMOD	4.7068909e-05
9,475	OIE: An Interpretable System for Outlier Explanation and Summarization	2025	SIGMOD	4.3341665e-05