Research map / Time series / Causal and generative time series
An Efficient Time Series Subsequence Pattern Mining and Prediction Framework with an Application to Respiratory Motion Prediction
Read the paperCheck your idea against 108,967 papers
AI-extracted summary. Written by AI from the paper's title only (no summary yet). Numbers and claims can be wrong or missing context, so check the paper before you cite or build on it.
Measured effects reported in the paper
| What was changed | Where | Measured | Effect |
|---|---|---|---|
| replace orthogonal-polynomial approximation with DFT representation (ablation) | OPVNN · Respiratory motion, 27 patients, horizon 10 | R2 prediction accuracy | Hurt |
| replace R2-weighted ensemble with simple average of best neighbors (ablation) | OPVNN · Respiratory motion, 27 patients, horizon 10 | R2 prediction accuracy | Hurt |
| remove time-delay matching-error penalty (equal weights over the pattern) (ablation) | OPVNN · Respiratory motion, 27 patients, horizon 10 | R2 prediction accuracy | Hurt |
| remove adaptive alignment in pattern searching (use raw patterns) (ablation) | OPVNN · Respiratory motion, 27 patients, horizon 10 | R2 prediction accuracy | Hurt |
| use OPVNN instead of res-TVSAR, wLMS, SVRpred and SARIMA | respiratory motion prediction · Respiratory motion, 27 patients, horizons up to 30 steps | R2 prediction accuracy | Helped |
Closest papers by meaning
- MPTSNet: Integrating Multiscale Periodic Local Patterns and Global Dependencies for Multivariate Time Series Classification (AAAI 2025 · similarity 0.83)
- TimeMixer++: A General Time Series Pattern Machine for Universal Predictive Analysis (ICLR 2025 · similarity 0.83)
- ChronoEpilogi: Scalable Time Series Selection with Multiple Solutions (NeurIPS 2024 · similarity 0.82)
- Retrieval Over Training: Similarity search-based Model Selection for Time Series Anomaly Detection (NeurIPS 2026 · similarity 0.82)
- Irregular Multivariate Time Series Forecasting: A Transformable Patching Graph Neural Networks Approach (ICML 2024 · similarity 0.82)
- Shape analysis for time series (NeurIPS 2024 · similarity 0.82)
Writing a paper in this area? scime draft is a free LaTeX editor with AI included, real-time co-authors and a check of your references and venue rules before you submit. It also imports OpenAI Prism projects.