Who Wrote the Web? : Revisiting Influential Author Identification Research Applicable to Information Retrieval
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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.
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POTTHAST, Martin, Sarah BRAUN, Tolga BUZ, Fabian DUFFHAUSS, Florian FRIEDRICH, Jörg Marvin GÜLZOW, Jakob KÖHLER, Winfried LÖTZSCH, Fabian MÜLLER, Maike MÜLLER, 2016. Who Wrote the Web? : Revisiting Influential Author Identification Research Applicable to Information Retrieval. 38th European Conference on IR Research, ECIR 2016. Padua, Italy, 20. März 2016 - 23. März 2016. In: FERRO, Nicola, ed. and others. Advances in Information Retrieval : 38th European Conference on IR Research, ECIR 2016, Padua, Italy, March 20-23, 2016, proceedings. Cham: Springer, 2016, pp. 393-407. Lecture Notes in Computer Science. 9626. ISSN 0302-9743. eISSN 1611-3349. ISBN 978-3-319-30670-4. Available under: doi: 10.1007/978-3-319-30671-1_29BibTex
@inproceedings{Potthast2016Wrote-44730, year={2016}, doi={10.1007/978-3-319-30671-1_29}, title={Who Wrote the Web? : Revisiting Influential Author Identification Research Applicable to Information Retrieval}, number={9626}, isbn={978-3-319-30670-4}, issn={0302-9743}, publisher={Springer}, address={Cham}, series={Lecture Notes in Computer Science}, booktitle={Advances in Information Retrieval : 38th European Conference on IR Research, ECIR 2016, Padua, Italy, March 20-23, 2016, proceedings}, pages={393--407}, editor={Ferro, Nicola}, author={Potthast, Martin and Braun, Sarah and Buz, Tolga and Duffhauss, Fabian and Friedrich, Florian and Gülzow, Jörg Marvin and Köhler, Jakob and Lötzsch, Winfried and Müller, Fabian and Müller, Maike} }
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