A survey on text mining in social networks
文献类型:期刊论文
作者 | Rizwana Irfan; Christine K. King; Daniel Grages; Sam Ewen; Samee U. Khan; Sajjad Ahmad Madani; Joanna Kolodziej; Lizhe Wang; Dan Chen; Ammar Rayes |
刊名 | Knowledge Engineering Review
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出版日期 | 2015 |
英文摘要 | In this survey, we review different text mining techniques to discover various textual patterns from the social networking sites. Social network applications create opportunities to establish interaction among people leading to mutual learning and sharing of valuable knowledge, such as chat, comments, and discussion boards. Data in social networking websites is inherently unstructured and fuzzy in nature. In everyday life conversations, people do not care about the spellings and accurate grammatical construction of a sentence that may lead to different types of ambiguities, such as lexical, syntactic, and semantic. Therefore, analyzing and extracting information patterns from such data sets are more complex. Several surveys have been conducted to analyze different methods for the information extraction. Most of the surveys emphasized on the application of different text mining techniques for unstructured data sets reside in the form of text documents, but do not specifically target the data sets in social networking website. This survey attempts to provide a thorough understanding of different text mining techniques as well as the application of these techniques in the social networking websites. This survey investigates the recent advancement in the field of text analysis and covers two basic approaches of text mining, such as classification and clustering that are widely used for the exploration of the unstructured text available on the Web. |
收录类别 | SCI |
原文出处 | http://journals.cambridge.org/action/displayAbstract?fromPage=online&aid=9616952&fileId=S0269888914000277 |
语种 | 英语 |
源URL | [http://ir.siat.ac.cn:8080/handle/172644/6884] ![]() |
专题 | 深圳先进技术研究院_数字所 |
作者单位 | Knowledge Engineering Review |
推荐引用方式 GB/T 7714 | Rizwana Irfan,Christine K. King,Daniel Grages,et al. A survey on text mining in social networks[J]. Knowledge Engineering Review,2015. |
APA | Rizwana Irfan.,Christine K. King.,Daniel Grages.,Sam Ewen.,Samee U. Khan.,...&Hongxiang Li.(2015).A survey on text mining in social networks.Knowledge Engineering Review. |
MLA | Rizwana Irfan,et al."A survey on text mining in social networks".Knowledge Engineering Review (2015). |
入库方式: OAI收割
来源:深圳先进技术研究院
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