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Zheng, R.; Li, J.; Chen, H.; Huang, Z.: ¬A framework for authorship identification of online messages : writing-style features and classification techniques (2006) 0.04
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Abstract

With the rapid proliferation of Internet technologies and applications, misuse of online messages for inappropriate or illegal purposes has become a major concern for society. The anonymous nature of online-message distribution makes identity tracing a critical problem. We developed a framework for authorship identification of online messages to address the identity-tracing problem. In this framework, four types of writing-style features (lexical, syntactic, structural, and content-specific features) are extracted and inductive learning algorithms are used to build feature-based classification models to identify authorship of online messages. To examine this framework, we conducted experiments on English and Chinese online-newsgroup messages. We compared the discriminating power of the four types of features and of three classification techniques: decision trees, backpropagation neural networks, and support vector machines. The experimental results showed that the proposed approach was able to identify authors of online messages with satisfactory accuracy of 70 to 95%. All four types of message features contributed to discriminating authors of online messages. Support vector machines outperformed the other two classification techniques in our experiments. The high performance we achieved for both the English and Chinese datasets showed the potential of this approach in a multiple-language context.

Date

22. 7.2006 16:14:37

Source

Journal of the American Society for Information Science and Technology. 57(2006) no.3, S.378-393

Lancaster, F.W.; Li, J.: ¬The law of constant accessibility of information (1988/89) 0.02

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Source: Bulletin of the American Society for Information Science. 15(1988/89), S.24-25

Zhu, Q.; Kong, X.; Hong, S.; Li, J.; He, Z.: Global ontology research progress : a bibliometric analysis (2015) 0.01

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Date: 20. 1.2015 18:30:22
17. 9.2018 18:22:23

Lin, X.; Li, J.; Zhou, X.: Theme creation for digital collections (2008) 0.01

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Source: Metadata for semantic and social applications : proceedings of the International Conference on Dublin Core and Metadata Applications, Berlin, 22 - 26 September 2008, DC 2008: Berlin, Germany / ed. by Jane Greenberg and Wolfgang Klas

Li, J.; Shi, D.: Sleeping beauties in genius work : when were they awakened? (2016) 0.01

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Date: 22. 1.2016 14:13:32

Li, J.; Zhang, Z.; Li, X.; Chen, H.: Kernel-based learning for biomedical relation extraction (2008) 0.01

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Source: Journal of the American Society for Information Science and Technology. 59(2008) no.5, S.756-769

Li, J.; Zhang, P.; Cao, J.: External concept support for group support systems through Web mining (2009) 0.01

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Source: Journal of the American Society for Information Science and Technology. 60(2009) no.5, S.1057-1070

Zhang, C.; Zeng, D.; Li, J.; Wang, F.-Y.; Zuo, W.: Sentiment analysis of Chinese documents : from sentence to document level (2009) 0.01

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Source: Journal of the American Society for Information Science and Technology. 60(2009) no.12, S.2474-2487

Lin, N.; Li, D.; Ding, Y.; He, B.; Qin, Z.; Tang, J.; Li, J.; Dong, T.: ¬The dynamic features of Delicious, Flickr, and YouTube (2012) 0.01

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Source: Journal of the American Society for Information Science and Technology. 63(2012) no.1, S.139-162

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