INSHAPE discovers instance-specific non-overlapping shapelets, models their temporal dependencies, and aggregates them bottom-up into population-level prototypes for improved accuracy and interpretability in time-series classification.
Differential diagnosis of wide qrs tachycardia: A review.Journal of arrhythmia, 37(5):1162–1172,
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INSHAPE: Instance-Level Shapelets for Interpretable Time-Series Classification
INSHAPE discovers instance-specific non-overlapping shapelets, models their temporal dependencies, and aggregates them bottom-up into population-level prototypes for improved accuracy and interpretability in time-series classification.