Imminence Monitoring of Critical Events: A Representation Learning Approach
Summary: Imminence monitoring in heterogeneous data streams via representation learning. Learns probabilistic state-machine patterns over relational streams to predict event imminence, handling varied substreams and attributes; claims substantive gains over IL-Miner and LSTM baselines. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Yan Li
- 2. Tingjian Ge
Incoming Citations (Sorted by Pagerank)
Showing 2 of 2 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,427 | SimpleTS: An Efficient and Universal Model Selection Framework for Time Series Forecasting | 2023 | VLDB | 6.2932384e-05 |
| 10,387 | DISCES: Systematic Discovery of Event Stream Queries | 2025 | SIGMOD | 5.1725247e-05 |
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Outgoing Citations (Sorted by Pagerank)
Showing 3 of 3 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 1,231 | Streaming Pattern Discovery in Multiple Time-Series | 2005 | VLDB | 0.00011658901 |
| 5,897 | Complex Event Recognition in the Big Data Era | 2017 | VLDB | 6.1115848e-05 |
| 6,459 | IL-Miner: Instance-Level Discovery of Complex Event Patterns | 2017 | VLDB | 5.929815e-05 |
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|---|---|---|---|---|
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| 9,170 | Time2State: An Unsupervised Framework for Inferring the Latent States in Time Series Data | 2023 | SIGMOD | 5.371468e-05 |
| 6,986 | Efficient Adaptive Detection of Complex Event Patterns | 2018 | VLDB | 5.7906947e-05 |
| 9,111 | An Algorithmic Approach to Event Summarization | 2010 | SIGMOD | 5.3797573e-05 |
| 4,773 | Mining Relationships Among Interval-based Events for Classification | 2008 | SIGMOD | 6.5832267e-05 |
| 5,897 | Complex Event Recognition in the Big Data Era | 2017 | VLDB | 6.1115848e-05 |
| 4,094 | Robust and Transferable Log-based Anomaly Detection | 2023 | SIGMOD | 6.9702139e-05 |
| 5,707 | Recognizing Patterns in Streams with Imprecise Timestamps | 2010 | VLDB | 6.1799387e-05 |
| 11,604 | Data Stream Event Prediction Based on Timing Knowledge and State Transitions | 2020 | VLDB | 5.1725247e-05 |
| 6,459 | IL-Miner: Instance-Level Discovery of Complex Event Patterns | 2017 | VLDB | 5.929815e-05 |