Who Wrote the Web? Revisiting Influential Author Identification Research Applicable to Information Retrieval
Who Wrote the Web? Revisiting Influential Author Identification Research Applicable to Information Retrieval
复制标题
谁写了网络？
DOI：
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发表时间：
2016
期刊：
影响因子：
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通讯作者：
Matthias Hagen
中科院分区：
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作者：
Martin Potthast;Sarah Braun;Tolga Buz;Fabian Duffhauss;Florian Friedrich;J. Gülzow;Jakob Köhler;Winfried Lötzsch;Fabian Müller;Maike Elisa Müller;Robert Passmann;Bernhard Reinke;Lucas Rettenmeier;T. Rometsch;T. Sommer;Michael Träger;Sebastian Wilhelm;Benno Stein;E. Stamatatos;Matthias Hagen
在本文中，我们通过开展一种新型的大规模可重复性研究来重新审视作者识别研究：我们选择了 15 篇最有影响力的论文进行作者识别，并招募一组学生从头开始重新实现它们。由于迄今为止尚未发布所选论文的开源实现，因此我们的公开发布将对进入该领域的研究人员产生重大影响。通过这种方式，我们为将作者识别与信息检索相结合奠定了基础，最终将前者扩展到网络上。此外，我们详细评估了所有重新实现的论文的可重复性，并对三个知名语料库对所有方法进行了首次比较评估。
In this paper, we revisit author identification research by conducting a new kind of large-scale reproducibility study: we select 15 of the most influential papers for author identification and recruit a group of students to reimplement them from scratch. Since no open source implementations have been released for the selected papers to date, our public release will have a significant impact on researchers entering the field. This way, we lay the groundwork for integrating author identification with information retrieval to eventually scale the former to the web. Furthermore, we assess the reproducibility of all reimplemented papers in detail, and conduct the first comparative evaluation of all approaches on three well-known corpora.