ROC接受者操作特征曲线(receiver operating characteristic)常用的参数可以参考如下链接:
参考链接: https://blog.youkuaiyun.com/qq_26369907/article/details/97490991
在关键字定位(Keyword Spotting)中,引用ROC评价模型的性能,ROC纵轴为错误拒绝率,横轴为错误警告,如下图
图片来源于: SMALL-FOOTPRINT KEYWORD SPOTTING USING DEEP NEURAL NETWORKS 论文Fig. 3
而常用ROC纵轴为True Positive Rate正真阳率,横坐标False Positive Rate负真阳率,因此两者的差异,让语音识别的初学者百思不解,追本溯源发现KWS中的ROC初次出现在Google的一篇论文中,在第三章BASELINE HMM KWS SYSTEM提到:
The trade-off between false alarms (a keyword is not present but the KWS system gives a positive decision) and false rejec