Efficient Temporal Pattern Mining in Big Time Series Using Mutual Information
Summary: Introduces FTPMfTS, a pipeline for mining temporal patterns from time series with event-time intervals. HTPGM enables fast pruning-based mining; an MI-based variant prunes unpromising series, delivering speedups with bounded accuracy. (summarized by gpt-5-nano on Feb 09 2026)
Incoming Non-self Citations Over Time
Authors
- 1. Van Long Ho
- 2. Nguyen Ho
- 3. Torben Bach Pedersen
Incoming Citations (Sorted by Pagerank)
Showing 4 of 4 citing papers.
| Rank | Citing Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,934 | SimpleTS: An Efficient and Universal Model Selection Framework for Time Series Forecasting | 2023 | VLDB | 6.6175631e-05 |
| 7,223 | Akane: Perplexity-Guided Time Series Data Cleaning | 2024 | SIGMOD | 4.7965857e-05 |
| 11,039 | Efficient Discovery of Significant Patterns with Few-Shot Resampling | 2024 | VLDB | 4.1945683e-05 |
| 11,200 | LightTS: Lightweight Time Series Classification with Adaptive Ensemble Distillation | 2023 | SIGMOD | 4.1945683e-05 |
Previous
Page 1 / 1
Next
Outgoing Citations (Sorted by Pagerank)
Showing 1 of 1 cited papers.
Citations counted here include only citations to other VLDB/SIGMOD/CIDR/PODS papers in this database.
| Rank | Cited Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 3,156 | Mining Relationships Among Interval-based Events for Classification | 2008 | SIGMOD | 7.4658495e-05 |
Previous
Page 1 / 1
Next
Semantically Similar Papers
| Overall Rank | Paper | Year | Venue | Pagerank |
|---|---|---|---|---|
| 13,889 | Towards Data Mining Benchmarking: A Test Bed for Performance Study of Frequent Pattern Mining | 2000 | SIGMOD | - |
| 4,210 | Continually Evaluating Similarity-Based Pattern Queries on a Streaming Time Series | 2002 | SIGMOD | 6.3566839e-05 |
| 3,156 | Mining Relationships Among Interval-based Events for Classification | 2008 | SIGMOD | 7.4658495e-05 |
| 10,599 | Time Series Motif Discovery: A Comprehensive Evaluation | 2025 | VLDB | 4.1945683e-05 |
| 9,920 | Mining and Forecasting of Big Time-series Data | 2015 | SIGMOD | 4.2561557e-05 |
| 8,117 | Efficient Discovery of Sequence Outlier Patterns | 2019 | VLDB | 4.5814937e-05 |
| 181 | Mining Frequent Patterns without Candidate Generation | 2000 | SIGMOD | 0.00036992674 |
| 10,678 | MOMENTI: Scalable Motif Mining in Multidimensional Time Series | 2025 | VLDB | 4.1945683e-05 |
| 5,245 | Fast and Scalable Mining of Time Series Motifs with Probabilistic Guarantees | 2022 | VLDB | 5.6067361e-05 |
| 6,342 | A Regression-Based Temporal Pattern Mining Scheme for Data Streams | 2003 | VLDB | 5.1034654e-05 |