Database Paper Browser

Back to papers

Multiple Dynamic Outlier-Detection from a Data Stream by Exploiting Duality of Data and Queries

Summary: MDUAL leverages the duality of data and queries to process similar data points and queries incrementally for continuous stream outlier detection. Data-query grouping and prioritized group processing enable large multiplicity-dynamic query handling; achieves 216–221× speedups and 11–13× memory savings over state-of-the-art. (summarized by gpt-5-nano on Feb 09 2026)

Paper ID
6091
Venue
SIGMOD
Year
2021
Pagerank
4.463922e-05
Overall Rank
8,707 | 39.43%
DOI
10.1145/3448016.3452810

Incoming Non-self Citations Over Time

Authors

Incoming Citations (Sorted by Pagerank)

Showing 1 of 1 citing papers.

Rank Citing Paper Year Venue Pagerank
4,762 METER: A Dynamic Concept Adaptation Framework for Online Anomaly Detection 2024 VLDB 5.9395463e-05
Previous Page 1 / 1 Next

Outgoing Citations (Sorted by Pagerank)

Showing 10 of 10 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
426 Amazon Redshift and the Case for Simpler Data Warehouses 2015 SIGMOD 0.00023594359
774 Algorithms for Mining Distance-Based Outliers in Large Datasets 1998 VLDB 0.00016865771
1,854 Distance-based Outlier Detection in Data Streams 2016 VLDB 0.00010317762
2,031 On Complexity and Optimization of Expensive Queries in Complex Event Processing 2014 SIGMOD 9.7377256e-05
3,012 NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing 2019 VLDB 7.7153586e-05
3,171 Interactive Outlier Exploration in Big Data Streams 2014 VLDB 7.4447236e-05
3,580 Query Performance Prediction for Concurrent Queries using Graph Embedding 2020 VLDB 6.9500996e-05
6,991 Sharing-Aware Outlier Analytics over High-Volume Data Streams 2016 SIGMOD 4.8702811e-05
8,819 Modeling Skew in Data Streams 2006 SIGMOD 4.4421123e-05
Previous Page 1 / 1 Next

Semantically Similar Papers

Overall Rank Paper Year Venue Pagerank
9,864 Continuous Query Processing in Data Streams Using Duality of Data and Queries 2006 SIGMOD 4.2675822e-05
3,171 Interactive Outlier Exploration in Big Data Streams 2014 VLDB 7.4447236e-05
1,854 Distance-based Outlier Detection in Data Streams 2016 VLDB 0.00010317762
9,794 Distance-based Outlier Query Optimization in Apache IoTDB 2024 VLDB 4.2818172e-05
7,351 Distributed Outlier Detection using Compressive Sensing 2015 SIGMOD 4.7545562e-05
2,629 Online Outlier Detection in Sensor Data Using Non-Parametric Models 2006 VLDB 8.4160309e-05
3,012 NETS: Extremely Fast Outlier Detection from a Data Stream via Set-Based Processing 2019 VLDB 7.7153586e-05
3,468 Real-Time Distance-Based Outlier Detection in Data Streams 2021 VLDB 7.0686044e-05
3,920 Continuous Outlier Detection in Data Streams: An Extensible Framework and State-Of-The-Art Algorithms 2013 SIGMOD 6.6309693e-05
6,991 Sharing-Aware Outlier Analytics over High-Volume Data Streams 2016 SIGMOD 4.8702811e-05