情报杂志
情報雜誌
정보잡지
JOURNAL OF INFORMATION
2015年
2期
37-41
,共5页
张晓霞%王名扬%贾冲冲%董煦
張曉霞%王名颺%賈遲遲%董煦
장효하%왕명양%가충충%동후
微博%突发事件%突发词H指数%聚类
微博%突髮事件%突髮詞H指數%聚類
미박%돌발사건%돌발사H지수%취류
micro-blog%emergency%H-index of burst word%clustering
从微博中准确而高效地检测突发事件是近年来的研究热点。在综合考虑词的突发性和其对文档覆盖度的基础上,提出突发词H指数的概念,用于抽取有效表征突发事件的突发特征。构造突发词-文档矩阵,结合凝聚式层次聚类算法对突发微博文本进行聚类,并借助微博原文对事件进行描述。在新浪微博数据集上的实验表明,该方法可以有效地检测出微博突发事件。
從微博中準確而高效地檢測突髮事件是近年來的研究熱點。在綜閤攷慮詞的突髮性和其對文檔覆蓋度的基礎上,提齣突髮詞H指數的概唸,用于抽取有效錶徵突髮事件的突髮特徵。構造突髮詞-文檔矩陣,結閤凝聚式層次聚類算法對突髮微博文本進行聚類,併藉助微博原文對事件進行描述。在新浪微博數據集上的實驗錶明,該方法可以有效地檢測齣微博突髮事件。
종미박중준학이고효지검측돌발사건시근년래적연구열점。재종합고필사적돌발성화기대문당복개도적기출상,제출돌발사H지수적개념,용우추취유효표정돌발사건적돌발특정。구조돌발사-문당구진,결합응취식층차취류산법대돌발미박문본진행취류,병차조미박원문대사건진행묘술。재신랑미박수거집상적실험표명,해방법가이유효지검측출미박돌발사건。
Mining emergencies accurately and efficiently from micro-blogs is one of the hottest issues in recent years. Based on the emer-gency of words and their coverage degree on documents, the concept of H-index of burst words was proposed to extract burst characters that could effectively represent the emergencies. By constructing the BurstWords-Document matrix, the Hierarchical Clustering Algorithm was used to cluster the burst documents. Based on the original micro-blog in each cluster, the emergencies were determined. Experiments on Sina Micro-blog showed that the approach proposed in this paper could effectively identify micro-blog emergencies.