Sensitivity and presion - measures used in biosignal processing.

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Machine Learning in Biosignal processing Rafał Samborski, CEO Sensitivity and precision

Transcript of Sensitivity and presion - measures used in biosignal processing.

Page 1: Sensitivity and presion - measures used in biosignal processing.

Machine Learning in Biosignal processing

Rafał Samborski, CEO

Sensitivity and precision

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Stay focused on your business

Hardware design Research & Development Digital Signal Processing

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Stay focused on your business

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P = 3N = 7

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TP = 2TN = 5

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FP = 2FN =1

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Sensitivity

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Sensitivity True positive rate

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Sensitivity

TPR = TPP

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P = 3TP = 2TPR ≈ 66%

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P = 3TP = 3TPR =100%

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Precision

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Precision Positive predictive value

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Precision

PPV =TP

(TP+FP)

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P = 3TP = 2FP = 2PPV = 50%

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P = 3TP = 3FP = 7PPV = 30%

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Sensivity Precision

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Sensivity Precision

RMS error for fetal RR-

interval estimation

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Consonance sp. z o. o. ul. Czarnowiejska 50b 30-054 Kraków, Poland

[email protected] @Rafal_Samborski

http://consonance.com.pl