兰州工业高等专科学校学报
蘭州工業高等專科學校學報
란주공업고등전과학교학보
JOURNAL OF LANZHOU POLYTECHNICAL COLLEGE
2011年
4期
29-33
,共5页
决策树%关联规则%心理测评
決策樹%關聯規則%心理測評
결책수%관련규칙%심리측평
decision tree%association rules%psychological evaluation
以大学生心理测评系统的设计为基础,重点介绍了其中的数据挖掘子系统的开发实现过程.在实际应用中提出了一套完整的针对心理测评数据的处理方案,包括数据的集成、抽取、清理、转换等一系列数据预处理操作.实现了大学生心理测评数据挖掘的具体应用,并结合了两个具体的应用案例并运用决策树挖掘方法找出与大学生心理症状密切相关的属性特征;运用关联规则挖掘方法探寻不同的心理测评量表数据之间的联系.
以大學生心理測評繫統的設計為基礎,重點介紹瞭其中的數據挖掘子繫統的開髮實現過程.在實際應用中提齣瞭一套完整的針對心理測評數據的處理方案,包括數據的集成、抽取、清理、轉換等一繫列數據預處理操作.實現瞭大學生心理測評數據挖掘的具體應用,併結閤瞭兩箇具體的應用案例併運用決策樹挖掘方法找齣與大學生心理癥狀密切相關的屬性特徵;運用關聯規則挖掘方法探尋不同的心理測評量錶數據之間的聯繫.
이대학생심리측평계통적설계위기출,중점개소료기중적수거알굴자계통적개발실현과정.재실제응용중제출료일투완정적침대심리측평수거적처리방안,포괄수거적집성、추취、청리、전환등일계렬수거예처리조작.실현료대학생심리측평수거알굴적구체응용,병결합료량개구체적응용안례병운용결책수알굴방법조출여대학생심리증상밀절상관적속성특정;운용관련규칙알굴방법탐심불동적심리측평량표수거지간적련계.
Based on the design of the college students' psychological evaluation system,the development of the data mining subsystem was introduced.A complete set of data processing scheme for psychological evaluation was proposed in actual application including data integration,extraction,cleaning,convert,and a series of data pretreatment operation.The college students' psychological evaluation system based on data mining was realized.The system was illustrated through combining the two specific cases.One is identifying the closely related attributes of college students' psychological symptoms with the decision tree mining,and the other is exploring the relation between the different psychological evaluation data with the association rules mining.