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1. 嘉兴学院,浙江 嘉兴 314001
2. 哈尔滨工业大学,黑龙江 哈尔滨150001
[ "李攀攀(1983- ),男,博士,嘉兴学院讲师,主要研究方向为社会计算、开源情报、网络空间安全等" ]
[ "谢正霞(1982- ),女,嘉兴学院工程师,主要研究方向为社会计算、网络舆情等" ]
[ "王赠凯(1980- ),男,博士,嘉兴学院讲师,主要研究方向为社会计算、人工智能等" ]
[ "靳锐(1976- ),男,哈尔滨工业大学博士生,主要研究方向为信息安全、社交网络分析、机器学习等" ]
网络出版日期:2022-11,
纸质出版日期:2022-11-20
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李攀攀, 谢正霞, 王赠凯, 等. 一种基于信息DNA的互联网信息内容传播及演化追溯方法[J]. 电信科学, 2022,38(11):36-46.
Panpan LI, Zhengxia XIE, Zengkai WANG, et al. An information-DNA based method of information dissemination and evolution on Internet[J]. Telecommunications science, 2022, 38(11): 36-46.
李攀攀, 谢正霞, 王赠凯, 等. 一种基于信息DNA的互联网信息内容传播及演化追溯方法[J]. 电信科学, 2022,38(11):36-46. DOI: 10.11959/j.issn.1000-0801.2022280.
Panpan LI, Zhengxia XIE, Zengkai WANG, et al. An information-DNA based method of information dissemination and evolution on Internet[J]. Telecommunications science, 2022, 38(11): 36-46. DOI: 10.11959/j.issn.1000-0801.2022280.
针对如何解决互联网上信息内容传播及演化过程追溯的问题,提出了一种基于信息DNA的互联网信息传播及演化追溯方法。首先,根据领域知识对互联网信息内容进行语义抽取,形成信息内容关键特征集;然后,使用信息内容关键特征集,提出基于局部敏感哈希的信息DNA构建方法;最后,通过公开数据集验证了所提方法的可用性及有效性。以信息DNA为核心标识符解决了互联网同源信息传播及演化过程可追溯的问题,对研究互联网信息内容传播、演化追溯及网络舆情事件的治理与引导等有重要的现实意义。
To solve the problem of how to trace the information content dissemination and evolution process on the Internet
an information DNA-based method of information dissemination and evolution on Internet was proposed.Firstly
semantic extraction of Internet information content was performed based on domain knowledge to form a key feature set of information content.Then
using the key feature set of information content
an information DNA construction method based on locally sensitive hashing was proposed.Finally
the usability and effectiveness of the proposed method were verified by public dataset.The problem of traceability of Internet homologous information dissemination and evolution process was solved by using information DNA as the core identifier
which was of great practical significance for the study of Internet information content dissemination
evolution tracing and the governance and guidance of Internet public opinion events.
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