单模生物识别门禁系统的性能评价

Bopatriciat Boluma Mangata, Mbuyi Mukendi Eugène, Batubenga Mwamba Nzambi
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引用次数: 0

摘要

目前的工作是评估基于指纹的门禁系统的性能,以确保房地的安全。为了评估这些表现,我们使用了一个回归模型,其中的因变量是定性的,更准确地说,变量是:“参加入学考试的新个体是阳性的还是阴性的”。因此,我们的模型是一个能够诊断指纹是否被接受的分类器。该性能评价模型通过混淆矩阵、评价参数(Sensitivity、Specificity、Positive Predictive Value、Negative Predictive Value和False Negative)的计算以及灵敏度值对1-Specificity的曲线(ROC曲线)来实现。在600人的样本中,470人注册,130人未注册,访问控制系统获得了456个真阳性,14个假阴性,10个假阳性和120个真阴性的结果,这些结果构成了我们的混淆矩阵,我们能够通过应用评估参数的计算来评估我们系统的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
PERFORMANCE EVALUATION OF A SINGLE-MODE BIOMETRIC ACCESS CONTROL SYSTEM
The present work evaluates the performance of a fingerprint-based access control system to secure premises. In order to evaluate these performances, we used a regression model in which the dependent variable is of qualitative type, more precisely, the variable: "the new individual who takes the entrance test is positive or negative".Our model is therefore a classifier capable of diagnosing whether fingerprints will be accepted or not. This performance evaluation model is realized by means of the confusion matrix, the calculations of the evaluation parameters (Sensitivity, Specificity, Positive Predictive Value, Negative Predictive Value and False Negative), and finally the plots of the sensitivity values against 1-Specificity (ROC curve).On a sample of six hundred individuals of which 470 enrolled and 130 not enrolled, the access control system obtained the results of which 456 true positives, 14 false negatives, 10 false positives and 120 true negatives which constitute our confusion matrix, which we were able to evaluate the performance of our system by applying the calculations of the evaluation parameters.
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