| AUC的不一致性分析 |
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| 引用本文： | 王书芹,华钢,徐永刚,王永星. AUC的不一致性分析[J]. 徐州师范大学学报(自然科学版), 2013, 0(3): 31-34 |
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| 作者姓名： | 王书芹 华钢 徐永刚 王永星 |
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| 作者单位： | [1]江苏师范大学计算机科学与技术学院。江苏徐州221116 [2]中国矿业大学信电学院,江苏徐州221116 |
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| 基金项目： | 国家自然科学基金资助项目（51204186）,江苏师范大学自然科学基金资助项目（10XLA12）作者简介： |
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| 摘 要： | AUC(曲线下面积)作为分类器性能的评价指标,得到了广泛的应用.但其存在一定的缺陷.讨论AUC和总误差之间的关系,从而证明了AUC的不一致性.
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| 关 键 词： | 分类 AUC 不一致 |
The incoherence of the area under the ROC curve |
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| Wang Shuqin,Hua Gang,Xu Yonggang,Wang Yongxing. The incoherence of the area under the ROC curve[J]. Journal of Xuzhou Normal University(Natural Science Edition), 2013, 0(3): 31-34 |
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| Authors: | Wang Shuqin Hua Gang Xu Yonggang Wang Yongxing |
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| Affiliation: | 1. School of Computer Science ＆ Technology,Jiangsu Normal University,Xuzhou 221116,Jiangsu,China; 2. School of Information ＆ Electrical Engineering, China University of Mining ＆ Technology, Xuzhou 221116,Jiangsu,China) |
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| Abstract: | The area under the receiver operating characteristic curve （AUC） is a widely used classification perform- ance measure in machine learning. However, there are some disadvantages. In this paper, the relationship between AUC and the total errors is discussed, and the incoherence of AUC is showed. |
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| Keywords: | classification AUC incoherence |
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