语言特征的作者验证:参数空间的探索

H. V. Halteren
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引用次数: 122

摘要

本文探讨了语言分析中参数设置的影响,语言分析是一种将大量语言特征计数用作文本配置文件的技术,然后可以将其与文本组的平均配置文件进行比较。尽管该技术被证明对作者身份验证非常有效,在学生论文的测试语料库中,最佳总体参数设置产生的错误率为3%,但根据作者和评估标准,最佳参数差异很大。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Author verification by linguistic profiling: An exploration of the parameter space
This article explores the effects of parameter settings in linguistic profiling, a technique in which large numbers of counts of linguistic features are used as a text profile which can then be compared to average profiles for groups of texts. Although the technique proves to be quite effective for authorship verification, with the best overall parameter settings yielding an equal error rate of 3% on a test corpus of student essays, the optimal parameters vary greatly depending on author and evaluation criterion.
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