Biometric system performance evaluation

he consultation contains raw pair jaws for 10 topics after a while 3 samples for each topic.  You may feign the order is symmetric. You may use the instrument of your excellent(R, Python, Excel, Matlab, etc) in the resolution of the axioms. But delight betoken which instrument is nature used. What does it moderation when we advert to a biometric as symmetric? What is the moderationing of Enumeadmonish the sum calculate of jaws that possess been generated? How divers cheat jaws can be generated? How divers sound? Plot the sound and cheat pair jaw distributions. Geneadmonish a set of 10 initiations, enumeadmonish the FAR and FRR at each initiation appraise. Plot the ROC Incurvation for your axioms (FAR vs. FRR and GAR vs. FRR). Plot mistake admonishs referring-to to the initiation jaw and betoken the top where the EER occurs. What is the EER of the order? What initiation appraise would you fine for a high-security contact?  What are the implications of your fineion? Provide a apology for your apology. What initiation appraise would you fine for a forensic contact?  What are the implications of your fineion? Provide a apology for your apology. What is the AUC of the order? What is the d-prime appraise for this order? Summarize the rank-t identification admonish for divergent appraises of t using the Cumulative Pair Characteristic (CMC) incurvation.