A challenge of authorship identification for ten-thousand-scale microblog users

Syunya Okuno; Hiroki Asai; Hayato Yamana

doi:10.1109/BigData.2014.7004491

A challenge of authorship identification for ten-thousand-scale microblog users

Syunya Okuno^*, Hiroki Asai, Hayato Yamana

^*この研究の対応する著者

基幹理工学部

研究成果: Conference contribution

16 被引用数 (Scopus)

抄録

Internet security issues require authorship identification for all kinds of internet contents; however, authorship identification for microblog users is much harder than other documents because microblog texts are too short. Moreover, when the number of candidates becomes large, i.e., big data, it will take long time to identify. Our proposed method solves these problems. The experimental results show that our method successfully identifies the authorship with 53.2% of precision out of 10,000 microblog users in the almost half execution time of previous method.

本文言語	English
ホスト出版物のタイトル	Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014
編集者	Wo Chang, Jun Huan, Nick Cercone, Saumyadipta Pyne, Vasant Honavar, Jimmy Lin, Xiaohua Tony Hu, Charu Aggarwal, Bamshad Mobasher, Jian Pei, Raghunath Nambiar
出版社	Institute of Electrical and Electronics Engineers Inc.
ページ	52-54
ページ数	3
ISBN（電子版）	9781479956654
DOI	https://doi.org/10.1109/BigData.2014.7004491
出版ステータス	Published - 2015 1月 7
イベント	2nd IEEE International Conference on Big Data, IEEE Big Data 2014 - Washington, United States 継続期間: 2014 10月 27 → 2014 10月 30

出版物シリーズ

名前	Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014

Conference

Conference	2nd IEEE International Conference on Big Data, IEEE Big Data 2014
国/地域	United States
City	Washington
Period	14/10/27 → 14/10/30

ASJC Scopus subject areas

人工知能
情報システム

文献へのアクセス

10.1109/BigData.2014.7004491

他のファイルとリンク

引用スタイル

Okuno, S., Asai, H., & Yamana, H. (2015). A challenge of authorship identification for ten-thousand-scale microblog users. In W. Chang, J. Huan, N. Cercone, S. Pyne, V. Honavar, J. Lin, X. T. Hu, C. Aggarwal, B. Mobasher, J. Pei, & R. Nambiar (Eds.), Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014 (pp. 52-54). Article 7004491 (Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014). Institute of Electrical and Electronics Engineers Inc.. https://doi.org/10.1109/BigData.2014.7004491

A challenge of authorship identification for ten-thousand-scale microblog users. / Okuno, Syunya; Asai, Hiroki; Yamana, Hayato.
Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014. ed. / Wo Chang; Jun Huan; Nick Cercone; Saumyadipta Pyne; Vasant Honavar; Jimmy Lin; Xiaohua Tony Hu; Charu Aggarwal; Bamshad Mobasher; Jian Pei; Raghunath Nambiar. Institute of Electrical and Electronics Engineers Inc., 2015. p. 52-54 7004491 (Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014).

研究成果: Conference contribution

Okuno, S, Asai, H & Yamana, H 2015, A challenge of authorship identification for ten-thousand-scale microblog users. in W Chang, J Huan, N Cercone, S Pyne, V Honavar, J Lin, XT Hu, C Aggarwal, B Mobasher, J Pei & R Nambiar (eds), Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014., 7004491, Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014, Institute of Electrical and Electronics Engineers Inc., pp. 52-54, 2nd IEEE International Conference on Big Data, IEEE Big Data 2014, Washington, United States, 14/10/27. https://doi.org/10.1109/BigData.2014.7004491

Okuno S, Asai H, Yamana H. A challenge of authorship identification for ten-thousand-scale microblog users. In Chang W, Huan J, Cercone N, Pyne S, Honavar V, Lin J, Hu XT, Aggarwal C, Mobasher B, Pei J, Nambiar R, editors, Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014. Institute of Electrical and Electronics Engineers Inc. 2015. p. 52-54. 7004491. (Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014). doi: 10.1109/BigData.2014.7004491

Okuno, Syunya ; Asai, Hiroki ; Yamana, Hayato. / A challenge of authorship identification for ten-thousand-scale microblog users. Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014. editor / Wo Chang ; Jun Huan ; Nick Cercone ; Saumyadipta Pyne ; Vasant Honavar ; Jimmy Lin ; Xiaohua Tony Hu ; Charu Aggarwal ; Bamshad Mobasher ; Jian Pei ; Raghunath Nambiar. Institute of Electrical and Electronics Engineers Inc., 2015. pp. 52-54 (Proceedings - 2014 IEEE International Conference on Big Data, IEEE Big Data 2014).

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title = "A challenge of authorship identification for ten-thousand-scale microblog users",

abstract = "Internet security issues require authorship identification for all kinds of internet contents; however, authorship identification for microblog users is much harder than other documents because microblog texts are too short. Moreover, when the number of candidates becomes large, i.e., big data, it will take long time to identify. Our proposed method solves these problems. The experimental results show that our method successfully identifies the authorship with 53.2% of precision out of 10,000 microblog users in the almost half execution time of previous method.",

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AB - Internet security issues require authorship identification for all kinds of internet contents; however, authorship identification for microblog users is much harder than other documents because microblog texts are too short. Moreover, when the number of candidates becomes large, i.e., big data, it will take long time to identify. Our proposed method solves these problems. The experimental results show that our method successfully identifies the authorship with 53.2% of precision out of 10,000 microblog users in the almost half execution time of previous method.

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A2 - Huan, Jun

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A2 - Hu, Xiaohua Tony

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A challenge of authorship identification for ten-thousand-scale microblog users

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