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 |
|---|---|---|---|---|
| 2,029 | On Complexity and Optimization of Expensive Queries in Complex Event Processing | 2014 | SIGMOD | 9.7344839e-05 |
| 8,498 | Interactive Visual Exploration of Neighbor-Based Patterns in Data Streams | 2010 | SIGMOD | 4.4930973e-05 |
| 8,771 | Summarization and Matching of Density-Based Clusters in Streaming Environments | 2012 | VLDB | 4.4517517e-05 |
| 12,086 | Mining and Linking Patterns across Live Data Streams and Stream Archives | 2013 | VLDB | 4.1905499e-05 |
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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 | 0.00077399244 |
| 663 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00018466049 |
| 1,557 | Resource Sharing in Continuous Sliding-Window Aggregates | 2004 | VLDB | 0.00011381807 |
| 1,576 | Efficient Computation of the Skyline Cube | 2005 | VLDB | 0.00011278557 |
| 1,791 | On-the-Fly Sharing for Streamed Aggregation | 2006 | SIGMOD | 0.0001052731 |
| 1,803 | Incremental Clustering for Mining in a Data Warehousing Environment | 1998 | VLDB | 0.00010481475 |
| 2,403 | Maintaining Variance and k–Medians over Data Stream Windows | 2003 | PODS | 8.8738166e-05 |
| 3,138 | Scheduling for shared window joins over data streams | 2003 | VLDB | 7.4919127e-05 |
| 4,263 | The Case for Precision Sharing | 2004 | VLDB | 6.3014952e-05 |
| 6,871 | State-Slice: New Paradigm of Multi-query Optimization of Window-based Stream Queries | 2006 | VLDB | 4.8966771e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 7,036 | Real-time Distributed Co-Movement Pattern Detection on Streaming Trajectories | 2019 | VLDB | 4.850155e-05 |
| 6,990 | Sharing-Aware Outlier Analytics over High-Volume Data Streams | 2016 | SIGMOD | 4.8656085e-05 |
| 663 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00018466049 |
| 4,012 | Scalable Pattern Sharing on Event Streams | 2016 | SIGMOD | 6.5338454e-05 |
| 4,925 | Shared Arrangements: practical inter-query sharing for streaming dataflows | 2020 | VLDB | 5.818597e-05 |
| 5,501 | To Share, or not to Share Online Event Trend Aggregation Over Bursty Event Streams | 2021 | SIGMOD | 5.4731481e-05 |
| 5,315 | Clustering Stream Data by Exploring the Evolution of Density Mountain | 2018 | VLDB | 5.5702177e-05 |
| 772 | Efficient Pattern Matching over Event Streams | 2008 | SIGMOD | 0.00016790632 |
| 1,791 | On-the-Fly Sharing for Streamed Aggregation | 2006 | SIGMOD | 0.0001052731 |
| 8,771 | Summarization and Matching of Density-Based Clusters in Streaming Environments | 2012 | VLDB | 4.4517517e-05 |