IL-Miner: Instance-Level Discovery of Complex Event Patterns
Summary: IL-Miner performs instance-level discovery of complex event patterns from historic, labelled data, avoiding predefined event abstractions. Multi-phase abstraction learning prunes the search space with guarantees of correctness, minimality, and completeness, yielding a broader set of patterns than state-of-the-art. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Lars George
- 2. Bruno Cadonna
- 3. Matthias Weidlich
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 5,715 | Imminence Monitoring of Critical Events: A Representation Learning Approach | 2021 | SIGMOD | 5.3584619e-05 |
| 8,154 | Why Not Match: On Explanations of Event Pattern Queries | 2021 | SIGMOD | 4.5708988e-05 |
| 10,342 | Sharp: Shared State Reduction for Efficient Matching of Sequential Patterns | 2026 | VLDB | 4.1905499e-05 |
| 10,387 | DISCES: Systematic Discovery of Event Stream Queries | 2025 | 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 |
|---|---|---|---|---|
| 259 | High-Performance Complex Event Processing over Streams | 2006 | SIGMOD | 0.00030155645 |
| 1,349 | Streaming Pattern Discovery in Multiple Time-Series | 2005 | VLDB | 0.00012453634 |
| 1,417 | ZStream: A Cost-based Query Processor for Adaptively Detecting Composite Events | 2009 | SIGMOD | 0.00012084678 |
| 2,029 | On Complexity and Optimization of Expensive Queries in Complex Event Processing | 2014 | SIGMOD | 9.7344839e-05 |
| 3,164 | Mining Relationships Among Interval-based Events for Classification | 2008 | SIGMOD | 7.4586417e-05 |
| 3,214 | Cayuga: A High-Performance Event Processing Engine | 2007 | SIGMOD | 7.3708419e-05 |
| 5,342 | SPIRIT: Sequential Pattern Mining with Regular Expression Constraints | 1999 | VLDB | 5.5587866e-05 |
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Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 9,617 | Complex Event Analytics: Online Aggregation of Stream Sequence Patterns | 2014 | SIGMOD | 4.3135276e-05 |
| 12,419 | Mining Patterns and Rules for Software Specification Discovery | 2008 | VLDB | 4.1905499e-05 |
| 8,122 | Efficient Discovery of Sequence Outlier Patterns | 2019 | VLDB | 4.5771031e-05 |
| 829 | Efficiently Mining Long Patterns from Databases | 1998 | SIGMOD | 0.00016137512 |
| 11,248 | Mining Frequent Infix Patterns from Concurrency-Aware Process Execution Variants | 2023 | VLDB | 4.1905499e-05 |
| 4,456 | Real-Time Multi-Pattern Detection over Event Streams | 2019 | SIGMOD | 6.1644341e-05 |
| 8,799 | DLACEP: A Deep-Learning Based Framework for Approximate Complex Event Processing | 2022 | SIGMOD | 4.4441194e-05 |
| 5,715 | Imminence Monitoring of Critical Events: A Representation Learning Approach | 2021 | SIGMOD | 5.3584619e-05 |
| 7,316 | Efficient Adaptive Detection of Complex Event Patterns | 2018 | VLDB | 4.7594979e-05 |
| 3,164 | Mining Relationships Among Interval-based Events for Classification | 2008 | SIGMOD | 7.4586417e-05 |