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Interpretable and Informative Explanations of Outcomes

Summary: Problem: multi-dimensional data with a binary outcome; build interpretable explanation tables that summarize which dimension-value combinations affect the outcome. Approach: sampling-based heuristics plus efficient information-content estimation, addressing hardness of optimal explanations and showing empirical gains over related methods. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
11173
Venue
VLDB
Year
2015
Pagerank
0.00014088686
Overall Rank
1,096 | 92.39%
DOI
-

Incoming Non-self Citations Over Time

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Incoming Citations (Sorted by Pagerank)

Showing 38 of 38 citing papers.

Rank Citing Paper Year Venue Pagerank
1,640 Exathlon: A Benchmark for Explainable Anomaly Detection over Time Series 2021 VLDB 0.00011048873
1,942 SliceLine: Fast, Linear-Algebra-based Slice Finding for ML Model Debugging 2021 SIGMOD 0.00010010569
2,122 SystemDS: A Declarative Machine Learning System for the End-to-End Data Science Lifecycle 2020 CIDR 9.4905306e-05
2,129 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.4799835e-05
3,107 Data X-Ray: A Diagnostic Tool for Data Errors 2015 SIGMOD 7.5549177e-05
5,192 Going Beyond Provenance: Explaining Query Answers with Pattern-based Counterbalances 2019 SIGMOD 5.6324589e-05
5,283 Explaining Dataset Changes for Semantic Data Versioning with Explain-Da-V 2023 VLDB 5.5843052e-05
5,706 Putting Things into Context: Rich Explanations for Query Answers using Join Graphs 2021 SIGMOD 5.3633001e-05
6,565 Toward Interpretable and Actionable Data Analysis with Explanations and Causality 2022 VLDB 5.0033542e-05
6,689 REDS: Rule Extraction for Discovering Scenarios 2021 SIGMOD 4.9575975e-05
6,700 Approximate Summaries for Why and Why-not Provenance 2020 VLDB 4.9534371e-05
6,948 DataPrism: Exposing Disconnect between Data and Systems 2022 SIGMOD 4.8865863e-05
7,067 Smart Drill-Down: A New Data Exploration Operator 2015 VLDB 4.8387221e-05
7,172 Summarized Causal Explanations For Aggregate Views 2024 SIGMOD 4.8068645e-05
7,200 Guided Exploration of Data Summaries 2022 VLDB 4.7980895e-05
8,109 The Cascading Analysts Algorithm 2018 SIGMOD 4.5807394e-05
8,335 BugDoc: Algorithms to Debug Computational Processes 2020 SIGMOD 4.538972e-05
8,360 Query Log Compression for Workload Analytics 2019 VLDB 4.5314883e-05
8,886 Provenance-based Data Skipping 2022 VLDB 4.4237386e-05
9,025 Causality-Guided Adaptive Interventional Debugging 2020 SIGMOD 4.4032759e-05
9,223 BugDoc: A System for Debugging Computational Pipelines 2020 SIGMOD 4.3660299e-05
9,644 Fair and Actionable Causal Prescription Ruleset 2025 SIGMOD 4.3067693e-05
9,702 CaJaDE: Explaining Query Results by Augmenting Provenance with Context 2022 VLDB 4.2964668e-05
9,708 Outlier Summarization via Human Interpretable Rules 2024 VLDB 4.2951473e-05
9,768 DPXPlain: Privately Explaining Aggregate Query Answers 2023 VLDB 4.2815042e-05
10,029 Outliers: The Good, the Bad and the Ugly 2026 SIGMOD 4.1905499e-05
10,147 Causal Explanations for Disparate Trends: Where and Why? 2026 SIGMOD 4.1905499e-05
10,152 Data-Semantics-Aware Recommendation of Diverse Pivot Tables 2026 SIGMOD 4.1905499e-05
10,213 Stress-Testing Causal Claims via Cardinality Repairs 2026 SIGMOD 4.1905499e-05
10,269 Database Views as Explanations for Relational Deep Learning 2026 VLDB 4.1905499e-05
10,439 CauSumX: Summarized Causal Explanations For Group-By-Average Queries 2025 SIGMOD 4.1905499e-05
10,747 Finding Convincing Views to Endorse a Claim 2025 VLDB 4.1905499e-05
10,942 Relative Keys: Putting Feature Explanation into Context 2024 SIGMOD 4.1905499e-05
10,957 Counterfactual Explanation at Will, with Zero Privacy Leakage 2024 SIGMOD 4.1905499e-05
11,055 Efficiently Mitigating the Impact of Data Drift on Machine Learning Pipelines 2024 VLDB 4.1905499e-05
11,283 Explaining Differentially Private Query Results With DPXPlain 2023 VLDB 4.1905499e-05
11,478 Exploring Ratings in Subjective Databases 2021 SIGMOD 4.1905499e-05
11,740 Provenance Summaries for Answers and Non-Answers 2018 VLDB 4.1905499e-05
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Outgoing Citations (Sorted by Pagerank)

Showing 6 of 6 cited papers.

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

Rank Cited Paper Year Venue Pagerank
213 Scorpion: Explaining Away Outliers in Aggregate Queries 2013 VLDB 0.0003371037
475 Bottom-Up Computation of Sparse and Iceberg CUBEs 1999 SIGMOD 0.00022238407
1,187 On Generating Near-Optimal Tableaux for Conditional Functional Dependencies 2008 VLDB 0.00013432048
2,079 The Generalized MDL Approach for Summarization 2002 VLDB 9.5972684e-05
2,195 Star-Cubing: Computing Iceberg Cubes by Top-Down and Bottom-Up Integration 2003 VLDB 9.3239483e-05
4,218 MDL Summarization with Holes 2005 VLDB 6.3436747e-05
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