V2EX precision-recall curve

Precision-Recall Curve

释义 Definition

精确率-召回率曲线:在分类或信息检索任务中,用来展示模型在不同阈值下精确率(precision)召回率(recall)之间权衡关系的曲线。常用于类别极不平衡(正例很少)时评估模型表现。(也常简称 PR curve

发音 Pronunciation (IPA)

/prsn rkl kv/

例句 Examples

We plotted a precision-recall curve to compare the two classifiers.
我们绘制了精确率-召回率曲线来比较这两个分类器。

In highly imbalanced datasets, the precision-recall curve can be more informative than the ROC curve because it focuses on performance for the positive class.
在高度类别不平衡的数据集中,精确率-召回率曲线往往比 ROC 曲线更有信息量,因为它更聚焦于正类的表现。

词源 Etymology

该术语由三个常用词组合而成:precision(“精确性”,在机器学习中指“预测为正的样本里有多少是真的正”)、recall(“召回”,指“所有真实为正的样本里有多少被找出来”)和 curve(“曲线”)。随着信息检索与机器学习评估方法的发展,人们用“在不同阈值下精确率与召回率的变化轨迹”来形成这条曲线,用于直观呈现二者的取舍关系。

相关词 Related Words

文献与作品 Literary / Notable Works

  • Introduction to Information Retrieval(Christopher D. Manning, Prabhakar Raghavan, Hinrich Schütze)
  • Information Retrieval: Implementing and Evaluating Search Engines(Stefan Büttcher, Charles L. A. Clarke, Gordon V. Cormack)
  • Learning to Rank for Information Retrieval(Tie-Yan Liu)
  • The Elements of Statistical Learning(Trevor Hastie, Robert Tibshirani, Jerome Friedman)
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