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Patent drawing for Use of machine learning for classification of magneto cardiograms
US 9,655,564 B2
Medical devices US 9,655,564 B2 Expired

Use of machine learning for classification of magneto cardiograms

This invention uses machine learning to analyze magnetic signals from the heart, called magnetocardiograms (MCG), to tell if heart patterns are normal or abnormal. It works by first processing the raw heart signal with a wavelet transform, and then applying another mathematical transformation, often a radial basis function, to identify important features for classification.

Why it matters: Filed before modern ML frameworks and computational power streamlined implementing and optimizing kernel methods. This makes hyperparameter tuning much faster.

Status
ExpiredProtection ended and was never renewed
How hard to build
SpecializedSoftware logic, data processing, algorithm implementation

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