Concept over time: the combination of probabilistic topic model with wikipedia knowledge

作者:

Highlights:

• We combine topic model with Wikipedia knowledge.

• We represent a document as a bag of Wikipedia articles.

• Using Wikipedia page view statistics.

• Extracting more accurate dynamic patterns with specific and coherent entities.

• Spending less time by using Wikipedia knowledge.

摘要

•We combine topic model with Wikipedia knowledge.•We represent a document as a bag of Wikipedia articles.•Using Wikipedia page view statistics.•Extracting more accurate dynamic patterns with specific and coherent entities.•Spending less time by using Wikipedia knowledge.

论文关键词:Concept over time,Topic model,Wikipedia knowledge

论文评审过程:Received 15 December 2014, Revised 4 March 2016, Accepted 14 April 2016, Available online 29 April 2016, Version of Record 7 May 2016.

论文官网地址:https://doi.org/10.1016/j.eswa.2016.04.014