Clustering Stream Data by Exploring the Evolution of Density Mountain
Summary: EDMStream clusters streaming data by modeling distributions as Density Mountains and tracking their evolution. Efficient structures and filtering enable real-time density-mountain updates, delivering 7–15× faster cluster updates than DStream/DenStream/DBSTREAM/MR-Stream with comparable quality. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Shufeng Gong
- 2. Yanfeng Zhang
- 3. Ge Yu
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,488 | GPU-Accelerated Subgraph Enumeration on Partitioned Graphs | 2020 | SIGMOD | 7.0460627e-05 |
| 6,045 | DenForest: Enabling Fast Deletion in Incremental Density-Based Clustering over Sliding Windows | 2022 | SIGMOD | 5.2360534e-05 |
| 7,488 | Data Stream Clustering: An In-depth Empirical Study | 2023 | SIGMOD | 4.7135369e-05 |
| 11,469 | Fast Density-Peaks Clustering: Multicore-based Parallelization Approach | 2021 | SIGMOD | 4.1905499e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 7 of 7 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 |
| 918 | DBSCAN Revisited: Mis-Claim, Un-Fixability, and Approximation | 2015 | SIGMOD | 0.00015286593 |
| 3,078 | Dynamic Density Based Clustering | 2017 | SIGMOD | 7.6041723e-05 |
| 3,176 | Interactive Outlier Exploration in Big Data Streams | 2014 | VLDB | 7.4380543e-05 |
| 5,675 | Rare Time Series Motif Discovery from Unbounded Streams | 2015 | VLDB | 5.3774215e-05 |
| 5,986 | Streaming Anomaly Detection Using Randomized Matrix Sketching | 2016 | VLDB | 5.2399259e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 645 | Densest Subgraph in Streaming and MapReduce | 2012 | VLDB | 0.00018727714 |
| 11,841 | Streaming Algorithms for Robust Distinct Elements | 2016 | SIGMOD | 4.1905499e-05 |
| 4,077 | Solving k-center Clustering (with Outliers) in MapReduce and Streaming, almost as Accurately as Sequentially | 2019 | VLDB | 6.4634641e-05 |
| 11,469 | Fast Density-Peaks Clustering: Multicore-based Parallelization Approach | 2021 | SIGMOD | 4.1905499e-05 |
| 6,722 | A Framework for Diagnosing Changes in Evolving Data Streams | 2003 | SIGMOD | 4.9455949e-05 |
| 7,479 | Towards Metric DBSCAN: Exact, Approximate, and Streaming Algorithms | 2024 | SIGMOD | 4.7135369e-05 |
| 8,771 | Summarization and Matching of Density-Based Clusters in Streaming Environments | 2012 | VLDB | 4.4517517e-05 |
| 9,067 | A Framework for Projected Clustering of High Dimensional Data Streams | 2004 | VLDB | 4.3991821e-05 |
| 7,488 | Data Stream Clustering: An In-depth Empirical Study | 2023 | SIGMOD | 4.7135369e-05 |
| 663 | A Framework for Clustering Evolving Data Streams | 2003 | VLDB | 0.00018466049 |