V2EX false positive rate

False Positive Rate

释义 Definition

False positive rate(假阳性率):在实际为“阴性/不属于目标”的样本中,被系统或检测错误判为“阳性/属于目标”的比例。常用于医学检测、垃圾邮件过滤、机器学习分类与统计假设检验中。
(也常写作 FPR;在统计中与“第一类错误/Type I error”密切相关。)

发音 Pronunciation (IPA)

/fls pztv ret/

例句 Examples

The false positive rate is low, so most alarms are real.
假阳性率很低,所以大多数报警都是真实的。

Even with a highly accurate test, a low disease prevalence can make the false positive rate create many unnecessary follow-ups in large-scale screening.
即使检测非常准确,在患病率很低的人群中,假阳性率仍可能在大规模筛查里造成大量不必要的复查与后续处理。

词源与用法 Etymology & Usage

该短语由 false(错误的)+ positive(阳性/正类)+ rate(比率)构成。positive 在医学里指“阳性”,在分类任务中指“判为目标类”;因此 false positive 指“把非目标错判为目标”,再加上 rate 表示其发生的比例。常见于质量控制、信号检测理论与机器学习评估指标体系中。

相关词 Related Words

文学与著作中的用例 Literary Works

  • Daniel Kahneman, Thinking, Fast and Slow:讨论“基率(base rate)”与判断偏差时,涉及假阳性/误报在现实决策中的影响。
  • Nate Silver, The Signal and the Noise:谈到预测与分类中的噪声、误报与模型评估,常用“false positives/false positive rate”这一类概念来说明代价权衡。
  • Christopher D. Manning, Prabhakar Raghavan, Hinrich Schütze, Introduction to Information Retrieval:在信息检索与分类评估中讨论误报及相关指标(与假阳性率密切相关)。
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