When 10,000 Windows Are Not 10,000 Tests: Auditing Statistical Confidence in Sliding-Window Time-Series Classification
cs.LG
Submitted: 2026-09-25
Updated: 2026-09-25
Code: https://github.com/xinze8806-ship-it/sliding-window-confidence-audit
Terminology
Sources
- Subject Cross Validation in Human Activity Recognition
- Human Activity Recognition Based on Wearable Sensor Data: A Standardization of the State-of-the-Art
- Disjoint or Overlapping? Inference Windowing for Reconstruction-Based Time Series Anomaly Detection
- Improving the Validity and Practical Usefulness of AI/ML Evaluations Using an Estimands Framework
- Beyond Point Estimates: Reliable Evaluation of Prediction Performance Metrics under Clustered Data
- Estimating Uncertainty in Classifier Performance with Applications to Large Language Models and Nested Data
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