A pruned enumerative search learns STL formulas for time-series classification without templates or restricted fragments.
St-lib: a library for specifying and classifying model behaviors
2 Pith papers cite this work. Polarity classification is still indexing.
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2019 2verdicts
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Presents the first online quantitative timed pattern matching algorithm via timed symbolic weighted automata, shortest distances on weighted zone graphs, and dynamic programming over semirings.
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Interpretable Classification of Time-Series Data using Efficient Enumerative Techniques
A pruned enumerative search learns STL formulas for time-series classification without templates or restricted fragments.