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面向延安景点评论的情感词典构建

Construction of emotional dictionary for Yan’an scenic spot review
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摘要 景区评论中蕴含着丰富的情感内涵,如何挖掘出有价值的信息逐渐成为研究人员关注的焦点。运用TF-IDF算法和SO-PMI算法构建了面向延安景点评论的情感词典。实验结果表明,本文所构建的情感词典在情感分类方面准确率达到了89%,召回率以及F1值都有明显提升,从而验证了该词典的有效性和可行性。 Comments on scenic spots contain rich emotional connotations,and how to detect valuable information in these comments is drawing much researchers’attention.In this paper,TF-IDF algorithm and SO-PMI algorithm are used to compile an emotion dictionary for Yan’an scenic spot reviews.Experiments show that the accuracy rate of emotion classification of this dictionary is 89%,and the recall rate and F1 value are notably improved,which verifies the effectiveness and feasibility of this dictionary.
作者 江丛君 王文东 李海艳 JIANG Congjun;WANG Wendong;LI Haiyan(College of Mathematics and Computer Science,Yan’an University,Yan’an 716000,China)
出处 《延安大学学报(自然科学版)》 2023年第1期74-78,共5页 Journal of Yan'an University:Natural Science Edition
基金 延安大学研究生教育创新计划项目(YCX2022073)。
关键词 情感词典 情感分析 TF-IDF SO-PMI emotional dictionary emotional analysis TF-IDF SO-PMI
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