武汉理工大学学报(信息与管理工程版)
武漢理工大學學報(信息與管理工程版)
무한리공대학학보(신식여관리공정판)
JOURNAL OF WUHAN AUTOMOTIVE POLYTECHNIC UNIVERSITY
2014年
4期
537-540,545
,共5页
协同创新社区%领先用户%数据挖掘%文本分类
協同創新社區%領先用戶%數據挖掘%文本分類
협동창신사구%령선용호%수거알굴%문본분류
online innovation community%lead user%data mining%text classification
针对随着互联网的发展和普及,协同创新社区成为顾客参与企业创新活动的重要途径的现状,提出了一种协同创新社区中领先用户的识别方法。首先,基于领先用户的相关理论,提出了用于识别领先用户的评价指标;其次,采用朴素贝叶斯分类等数据挖掘方法对用户留存在创新社区中的内容信息和互动信息进行分析,计算出用户的各项评价指标值,进而对各评价指标值进行综合,获得各用户的“领先性”得分,并甄选出创新社区中具有出色创新能力和积极创新意愿的领先用户;最后,通过实例验证了该方法的有效性。
針對隨著互聯網的髮展和普及,協同創新社區成為顧客參與企業創新活動的重要途徑的現狀,提齣瞭一種協同創新社區中領先用戶的識彆方法。首先,基于領先用戶的相關理論,提齣瞭用于識彆領先用戶的評價指標;其次,採用樸素貝葉斯分類等數據挖掘方法對用戶留存在創新社區中的內容信息和互動信息進行分析,計算齣用戶的各項評價指標值,進而對各評價指標值進行綜閤,穫得各用戶的“領先性”得分,併甄選齣創新社區中具有齣色創新能力和積極創新意願的領先用戶;最後,通過實例驗證瞭該方法的有效性。
침대수착호련망적발전화보급,협동창신사구성위고객삼여기업창신활동적중요도경적현상,제출료일충협동창신사구중령선용호적식별방법。수선,기우령선용호적상관이론,제출료용우식별령선용호적평개지표;기차,채용박소패협사분류등수거알굴방법대용호류존재창신사구중적내용신식화호동신식진행분석,계산출용호적각항평개지표치,진이대각평개지표치진행종합,획득각용호적“령선성”득분,병견선출창신사구중구유출색창신능력화적겁창신의원적령선용호;최후,통과실례험증료해방법적유효성。
Development and popularization of the internet expands the interactive mode between enterprise and customer . Online community is becoming an important way through which customers can participate in innovation activities of the enterpri -ses.A method for identifying the lead users in online community was proposed .Firstly, based on lead user-related theory, the assessment indicators for lead user identification were presented .Secondly, the methods of data mining , such as naive Bayesian classification, were used to analyze the users'information which was stored in online community;then each assessment indicator was calculated.Thirdly, all indicators were synthesized to get the "lead status value"of each user and the lead users who have outstanding innovation ability and active innovation intention can be screened .Finally, the validity of the proposed method was demonstrated through an example .