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Online Outlier Detection in Sensor Data Using Non-Parametric Models

Summary: Distributed, non-parametric framework for online outlier detection in resource-constrained sensor networks using multi-dimensional distributions. Single-pass, low-memory; enables distance- or density-based outliers with competitive accuracy vs baselines. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
9434
Venue
VLDB
Year
2006
Pagerank
8.4160309e-05
Overall Rank
2,629 | 81.72%
DOI
-

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 18 of 18 citing papers.

Rank Citing Paper Year Venue Pagerank
1,627 Data Cleaning: Overview and Emerging Challenges 2016 SIGMOD 0.00011086905
1,854 Distance-based Outlier Detection in Data Streams 2016 VLDB 0.00010317762
2,029 SAND: Streaming Subsequence Anomaly Detection 2021 VLDB 9.740868e-05
2,126 MacroBase: Prioritizing Attention in Fast Data 2017 SIGMOD 9.4887794e-05
2,165 Self-Tuning, GPU-Accelerated Kernel Density Models for Multidimensional Selectivity Estimation 2015 SIGMOD 9.389622e-05
2,381 TSB-UAD: An End-to-End Benchmark Suite for Univariate Time-Series Anomaly Detection 2022 VLDB 8.9327638e-05
2,644 Series2Graph: Graph-based Subsequence Anomaly Detection for Time Series 2020 VLDB 8.3832357e-05
3,943 Volume Under the Surface: A New Accuracy Evaluation Measure for Time-Series Anomaly Detection 2022 VLDB 6.6099833e-05
4,079 Choose Wisely: An Extensive Evaluation of Model Selection for Anomaly Detection in Time Series 2023 VLDB 6.4663636e-05
6,116 GraphAn: Graph-based Subsequence Anomaly Detection 2020 VLDB 5.2039218e-05
6,991 Sharing-Aware Outlier Analytics over High-Volume Data Streams 2016 SIGMOD 4.8702811e-05
8,244 PROUD: PaRallel OUtlier Detection for streams 2020 SIGMOD 4.5517083e-05
10,579 Streaming Time Series Subsequence Anomaly Detection: A Glance and Focus Approach 2025 VLDB 4.1945683e-05
11,500 Comprehensible Counterfactual Explanation on Kolmogorov-Smirnov Test 2021 VLDB 4.1945683e-05
11,536 LOCATER: Cleaning WiFi Connectivity Datasets for Semantic Localization 2021 VLDB 4.1945683e-05
12,221 TACO: Tunable Approximate Computation of Outliers in Wireless Sensor Networks 2010 SIGMOD 4.1945683e-05
12,342 Enabling epsilon-Approximate Querying in Sensor Networks 2009 VLDB 4.1945683e-05
13,261 SAND in Action: Subsequence Anomaly Detection for Streams 2021 VLDB -
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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
161 LOF: Identifying Density-Based Local Outliers 2000 SIGMOD 0.00039846974
326 Optimal Histograms with Quality Guarantees 1998 VLDB 0.00027358981
344 Surfing Wavelets on Streams: One-Pass Summaries for Approximate Aggregate Queries 2001 VLDB 0.00026702512
405 Approximate Query Processing Using Wavelets 2000 VLDB 0.00024057494
477 Model-Driven Data Acquisition in Sensor Networks 2004 VLDB 0.00022221803
701 Efficient Algorithms for Mining Outliers from Large Data Sets 2000 SIGMOD 0.00017938417
774 Algorithms for Mining Distance-Based Outliers in Large Datasets 1998 VLDB 0.00016865771
852 Dynamic Multidimensional Histograms 2002 SIGMOD 0.00015941524
885 Query Processing for Sensor Networks 2003 CIDR 0.00015646925
996 Approximating Multi-Dimensional Aggregate Range Queries Over Real Attributes 2000 SIGMOD 0.00014741524
1,003 Adaptive Filters for Continuous Queries over Distributed Data Streams 2003 SIGMOD 0.00014698435
1,045 Adaptive Stream Resource Management Using Kalman Filters 2004 SIGMOD 0.00014472777
1,392 Sketching Streams Through the Net: Distributed Approximate Query Tracking 2005 VLDB 0.00012229045
1,566 Power-Conserving Computation of Order-Statistics over Sensor Networks 2004 PODS 0.00011343771
2,118 Using Probabilistic Models for Data Management in Acquisitional Environments 2005 CIDR 9.5100739e-05
2,404 Maintaining Variance and k–Medians over Data Stream Windows 2003 PODS 8.8837279e-05
5,082 A Comparison of Selectivity Estimators for Range Queries on Metric Attributes 1999 SIGMOD 5.711623e-05
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