Extractive summarization using supervised and unsupervised learning

作者:

Highlights:

• We combine supervised and unsupervised learning for summarization.

• We summarize document using statistical features and relationship between sentences.

• We verify that priori knowledge can improve the summarization results.

• The combination results are better than single supervised and unsupervised method.

摘要

•We combine supervised and unsupervised learning for summarization.•We summarize document using statistical features and relationship between sentences.•We verify that priori knowledge can improve the summarization results.•The combination results are better than single supervised and unsupervised method.

论文关键词:Supervised learning,Unsupervised learning,Combination,Summarization,Biased-LexRank

论文评审过程:Received 18 July 2018, Revised 9 May 2019, Accepted 9 May 2019, Available online 16 May 2019, Version of Record 22 May 2019.

论文官网地址:https://doi.org/10.1016/j.eswa.2019.05.011