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Sponsored AI Networking Cookbook: Practical recipes for AI-assisted network automation and development AI Networking Cookbook: Practical recipes for AI-assisted network automation and development

Author

U. Sinha

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Open access Sep 2026

Higher-dimensional embedding of time-series data for machine learning

Deep learning has revolutionized image analysis, yet most clinical biosignals, especially multi-lead electrocardiograms (ECGs), remain one-dimensional and awkward for modern vision models. We introduce an orthogonal-polynomial imaging (OPI) framework that encodes 12-lead ECGs into a single two-dimensional im...

Karan Singh, Pingal Pratyush Nath, U. Sinha et al. · 0 citations

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