sensitivity and presion - measures used in biosignal processing

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

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

Machine Learning in Biosignal processing

Rafał Samborski, CEO

Sensitivity and precision

Page 2: Sensitivity and presion - measures used in biosignal processing

Stay focused on your business

Hardware design Research & Development Digital Signal Processing

Page 3: Sensitivity and presion - measures used in biosignal processing

Stay focused on your business

Page 4: Sensitivity and presion - measures used in biosignal processing
Page 5: Sensitivity and presion - measures used in biosignal processing
Page 6: Sensitivity and presion - measures used in biosignal processing
Page 7: Sensitivity and presion - measures used in biosignal processing

P = 3N = 7

Page 8: Sensitivity and presion - measures used in biosignal processing
Page 9: Sensitivity and presion - measures used in biosignal processing

TP = 2TN = 5

Page 10: Sensitivity and presion - measures used in biosignal processing

FP = 2FN =1

Page 11: Sensitivity and presion - measures used in biosignal processing

Sensitivity

Page 12: Sensitivity and presion - measures used in biosignal processing

Sensitivity True positive rate

Page 13: Sensitivity and presion - measures used in biosignal processing

Sensitivity

TPR = TPP

Page 14: Sensitivity and presion - measures used in biosignal processing
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P = 3TP = 2TPR ≈ 66%

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Page 17: Sensitivity and presion - measures used in biosignal processing

P = 3TP = 3TPR =100%

Page 18: Sensitivity and presion - measures used in biosignal processing

Precision

Page 19: Sensitivity and presion - measures used in biosignal processing

Precision Positive predictive value

Page 20: Sensitivity and presion - measures used in biosignal processing

Precision

PPV =TP

(TP+FP)

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

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Page 24: Sensitivity and presion - measures used in biosignal processing

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

Page 25: Sensitivity and presion - measures used in biosignal processing

Sensivity Precision

Page 26: Sensitivity and presion - measures used in biosignal processing

Sensivity Precision

RMS error for fetal RR-

interval estimation

Page 27: Sensitivity and presion - measures used in biosignal processing

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

[email protected] @Rafal_Samborski

http://consonance.com.pl