A Shared Execution Strategy for Multiple Pattern Mining Requests over Streaming Data
Summary: Proposes Chandi, a shared execution strategy for multiple density-based cluster queries on streams. Exploiting a growth property, it unifies cluster sets into a compact structure for maintenance, achieving ~4× speedup and 85% memory reduction. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Di Yang
- 2. Elke A. Rundensteiner
- 3. Matthew O. Ward
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 2,031 | On Complexity and Optimization of Expensive Queries in Complex Event Processing | 2014 | SIGMOD | 9.7377256e-05 |
| 8,500 | Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams | 2010 | SIGMOD | 4.4974096e-05 |
| 8,779 | Summarization and Matching of Density-Based Clusters in Streaming Environments | 2012 | VLDB | 4.4539178e-05 |
| 12,078 | Mining and Linking Patterns across Live Data Streams and Stream Archives | 2013 | VLDB | 4.1945683e-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 |
|---|---|---|---|---|
| 33 | BIRCH: An Efficient Data Clustering Method for Very Large Databases | 1996 | SIGMOD | 0.00077324389 |
| 662 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00018475968 |
| 1,554 | Resource Sharing in Continuous Sliding-Window Aggregates | 2004 | VLDB | 0.00011400581 |
| 1,575 | Efficient Computation of the Skyline Cube | 2005 | VLDB | 0.00011286884 |
| 1,788 | On-the-Fly Sharing for Streamed Aggregation | 2006 | SIGMOD | 0.00010555742 |
| 1,816 | Incremental Clustering for Mining in a Data Warehousing Environment | 1998 | VLDB | 0.0001045313 |
| 2,404 | Maintaining Variance and k–Medians over Data Stream Windows | 2003 | PODS | 8.8837279e-05 |
| 3,126 | Scheduling for shared window joins over data streams | 2003 | VLDB | 7.5046934e-05 |
| 4,267 | The Case for Precision Sharing | 2004 | VLDB | 6.3084955e-05 |
| 6,753 | State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries | 2006 | VLDB | 4.9387235e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,037 | Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories | 2019 | VLDB | 4.8548122e-05 |
| 6,991 | Sharing-Aware Outlier Analytics over High-Volume Data Streams | 2016 | SIGMOD | 4.8702811e-05 |
| 662 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00018475968 |
| 4,007 | Scalable Pattern Sharing on Event Streams | 2016 | SIGMOD | 6.5397067e-05 |
| 4,920 | Shared Arrangements: practical inter-query sharing for streaming dataflows | 2020 | VLDB | 5.8241888e-05 |
| 5,489 | To Share, or not to Share Online Event Trend Aggregation Over Bursty Event Streams | 2021 | SIGMOD | 5.4782335e-05 |
| 5,324 | Clustering Stream Data by Exploring the Evolution of Density Mountain | 2018 | VLDB | 5.5691645e-05 |
| 776 | Efficient Pattern Matching over Event Streams | 2008 | SIGMOD | 0.00016799754 |
| 1,788 | On-the-Fly Sharing for Streamed Aggregation | 2006 | SIGMOD | 0.00010555742 |
| 8,779 | Summarization and Matching of Density-Based Clusters in Streaming Environments | 2012 | VLDB | 4.4539178e-05 |