计算机应用与软件
計算機應用與軟件
계산궤응용여연건
COMPUTER APPLICATIONS AND SOFTWARE
2014年
12期
136-139
,共4页
陈晓%王树宝%李建晶%张准
陳曉%王樹寶%李建晶%張準
진효%왕수보%리건정%장준
贫困生认定%数据挖掘%认定标准%数据预处理%公正性
貧睏生認定%數據挖掘%認定標準%數據預處理%公正性
빈곤생인정%수거알굴%인정표준%수거예처리%공정성
Impoverished students identification%Data mining%Identification criteria%Data preprocessing%Fairness
当前,贫困生认定体系薄弱、不规范,如何认定贫困生已经成为国内高校及社会关注的热点问题。为完善贫困生认定体系,将数据挖掘技术引入到贫困生认定工作中,提出基于加权约束的决策树认定方法。该方法首先确定源数据———高校多个部门管理系统中的数据。其次,对数据进行分析处理确定贫困生认定指标属性,并对属性进行量化处理。最后,基于加权约束的决策树方法建立贫困生认定决策树。实践证明,该方法提高了贫困生认定效率,保证了贫困生认定工作的公平、公正性,并为决策提供了重要依据。
噹前,貧睏生認定體繫薄弱、不規範,如何認定貧睏生已經成為國內高校及社會關註的熱點問題。為完善貧睏生認定體繫,將數據挖掘技術引入到貧睏生認定工作中,提齣基于加權約束的決策樹認定方法。該方法首先確定源數據———高校多箇部門管理繫統中的數據。其次,對數據進行分析處理確定貧睏生認定指標屬性,併對屬性進行量化處理。最後,基于加權約束的決策樹方法建立貧睏生認定決策樹。實踐證明,該方法提高瞭貧睏生認定效率,保證瞭貧睏生認定工作的公平、公正性,併為決策提供瞭重要依據。
당전,빈곤생인정체계박약、불규범,여하인정빈곤생이경성위국내고교급사회관주적열점문제。위완선빈곤생인정체계,장수거알굴기술인입도빈곤생인정공작중,제출기우가권약속적결책수인정방법。해방법수선학정원수거———고교다개부문관리계통중적수거。기차,대수거진행분석처리학정빈곤생인정지표속성,병대속성진행양화처리。최후,기우가권약속적결책수방법건립빈곤생인정결책수。실천증명,해방법제고료빈곤생인정효솔,보증료빈곤생인정공작적공평、공정성,병위결책제공료중요의거。
At present,the impoverished students identification system is inadequate and not standardised,it has become the focus of atten-tion in universities and the society of China that how to identify the impoverished students.In order to perfect the impoverished students identi-fication system,in this paper we introduce data mining to the work of impoverished students identification,and propose a weighted constraints-based decision tree identification method.The method first determines the source data,which refers to the data in management systems of dif-ferent departments in universities.Secondly,it analyses and processes the data to determine the indexes attributes of impoverished students identification,and makes the quantification process on these attributes.Finally,it builds the decision tree of impoverished students identifica-tion based on the decision tree method of weighted constraints.Practice proves that this method improves the efficiency of impoverished students identification,ensures the fairness and justice of the impoverished students identification work,and provides an important basis for the decision making in regard to impoverished students.