北京工业大学学报
北京工業大學學報
북경공업대학학보
Journal of Beijing University of Technology
2015年
10期
1528-1536
,共9页
刘磊%许志刚%蔡海博%王石
劉磊%許誌剛%蔡海博%王石
류뢰%허지강%채해박%왕석
微博%转发评论%语义扩充%短文本分类
微博%轉髮評論%語義擴充%短文本分類
미박%전발평론%어의확충%단문본분류
microblog%forwarding comment%semantic expansion%short text classification
为了对微博用户、微博文本和微博评论进行分析和研究,提出了一种基于转发评论的微博语义扩充和分类方法。首先在对微博用户类型分析的基础上将微博分为6种类型;然后以信息发布型微博为研究对象,提出了微博评论选择算法,筛选出微博有效评论;再利用基于转发评论的微博语义扩充和分类( comment-based microblog's semantic expansion and classification,CBMSEC)方法,将微博有效评论信息补充进微博语义,改善微博数据稀疏的问题,提高微博的分类性能。
為瞭對微博用戶、微博文本和微博評論進行分析和研究,提齣瞭一種基于轉髮評論的微博語義擴充和分類方法。首先在對微博用戶類型分析的基礎上將微博分為6種類型;然後以信息髮佈型微博為研究對象,提齣瞭微博評論選擇算法,篩選齣微博有效評論;再利用基于轉髮評論的微博語義擴充和分類( comment-based microblog's semantic expansion and classification,CBMSEC)方法,將微博有效評論信息補充進微博語義,改善微博數據稀疏的問題,提高微博的分類性能。
위료대미박용호、미박문본화미박평론진행분석화연구,제출료일충기우전발평론적미박어의확충화분류방법。수선재대미박용호류형분석적기출상장미박분위6충류형;연후이신식발포형미박위연구대상,제출료미박평론선택산법,사선출미박유효평론;재이용기우전발평론적미박어의확충화분류( comment-based microblog's semantic expansion and classification,CBMSEC)방법,장미박유효평론신식보충진미박어의,개선미박수거희소적문제,제고미박적분류성능。
A microblog ' s semantic expansion and classification method was proposed by analyzing and researching microblog users, microblog text and microblog comments based on forwarding comments. Firstly, on the basis of analysis of the type of microblog users, microblogs were classified into six categories. Centered on information-publishing microblogs, a selection algorithm of microblog comments for screening microblog ' s effective comments was proposed. Then by virtue of microblog ' s semantic expansion and classification method based on forwarding comments, microblog ' s effective forwarding information was added into the microblog ' s semantics to improve the data sparseness. Finally, it enhanced the microblog classification performance.