ON OPTIMUM RECOGNITION ERROR AND REJECT TRADEOFF

ON OPTIMUM RECOGNITION ERROR AND REJECT TRADEOFF
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DOI:
10.1109/tit.1970.1054406
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发表时间:
1970-01-01
影响因子:
2.5
通讯作者:
CHOW, CK
CHOW, CK
中科院分区:
计算机科学2区
文献类型:
--
作者:
CHOW, CK

文献摘要

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模式识别系统的性能是由其错误和拒绝权衡来表征的。本文描述了一种最佳拒绝规则,给出了最佳识别系统中错误概率和拒绝概率之间的一般关系以及折衷的一些简单性质。错误率可以直接从拒绝函数中评估。一些实际意义的结果进行了讨论。正态分布和均匀分布的例子。
The performance of a pattern recognition system is characterized by its error and reject tradeoff. This paper describes an optimum rejection rule and presents a general relation between the error and reject probabilities and some simple properties of the tradeoff in the optimum recognition system. The error rate can be directly evaluated from the reject function. Some practical implications of the results are discussed. Examples in normal distributions and uniform distributions are given.