What the F-measure doesn't measure: Features, Flaws, Fallacies and Fixes

What the F-measure doesn't measure: Features, Flaws, Fallacies and Fixes
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发表时间:
2015-03
期刊:
ArXiv
影响因子:
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通讯作者:
D. Powers
D. Powers
中科院分区:
其他
文献类型:
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作者:
D. Powers

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F-measure或F-score是信息检索,自然语言处理和机器学习中最常用的单一数字度量之一,但它是基于错误的,并且有缺陷的假设使其不适合在大多数情况下使用!幸运的是,有更好的选择。
The F-measure or F-score is one of the most commonly used single number measures in Information Retrieval, Natural Language Processing and Machine Learning, but it is based on a mistake, and the flawed assumptions render it unsuitable for use in most contexts! Fortunately, there are better alternatives.