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IPS: Efficient Shapelet Discovery for TSC by chi shang is a document available to read on EtoBox.

What is IPS: Efficient Shapelet Discovery for TSC about?

The document presents a novel method called Instance Profile for Shapelet Discovery (IPS) aimed at improving time series classification (TSC) by addressing the computational challenges of shapelet discovery. IPS utilizes instance profiles to generate and efficiently prune shapelet candidates, achieving superior efficiency and comparable accuracy to existing methods. Extensive experiments demonstrate that IPS is significantly faster and effective in identifying high-quality shapelets across various datasets.

Author

chi shang

Language

EN