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Looking for Trouble: Analyzing Classifier Behavior via Pattern Divergence

Summary: Proposes divergence over itemsets to quantify classifier behavior gaps in data subgroups via pattern mining. Shapley-value attribution quantifies each feature's contribution to divergence, enabling detection of critical/peculiar subgroups for validation. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6175
Venue
SIGMOD
Year
2021
Pagerank
7.4589576e-05
Overall Rank
3,162 | 78.01%
DOI
10.1145/3448016.3457284

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 10 of 10 citing papers.

Rank Citing Paper Year Venue Pagerank
6,779 Explaining Inference Queries with Bayesian Optimization 2021 VLDB 4.9280116e-05
9,644 Fair and Actionable Causal Prescription Ruleset 2025 SIGMOD 4.3109001e-05
10,147 Causal Explanations for Disparate Trends: Where and Why? 2026 SIGMOD 4.1945683e-05
10,504 Subgroup Discovery with Small and Alternative Feature Sets 2025 SIGMOD 4.1945683e-05
10,524 Understanding the Black Box: A Deep Empirical Dive into Shapley Value Approximations for Tabular Data 2025 SIGMOD 4.1945683e-05
10,555 Mining the Minoria: Unknown, Under-represented, and Under-performing Minority Groups 2025 VLDB 4.1945683e-05
10,617 Deduplicated Sampling On-Demand 2025 VLDB 4.1945683e-05
11,034 CohortNet: Empowering Cohort Discovery for Interpretable Healthcare Analytics 2024 VLDB 4.1945683e-05
11,121 Demonstration of VCR: A Tabular Data Slicing Approach to Understanding Object Detection Model Performance 2024 VLDB 4.1945683e-05
11,523 How Divergent Is Your Data? 2021 VLDB 4.1945683e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 2 of 2 cited papers.

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

Rank Cited Paper Year Venue Pagerank
181 Mining Frequent Patterns without Candidate Generation 2000 SIGMOD 0.00036992674
2,259 MithraCoverage: A System for Investigating Population Bias for Intersectional Fairness 2020 SIGMOD 9.167331e-05
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