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认知诊断CAT中具有非统计约束选题方法的比较
  • ISSN号:0439-755X
  • 期刊名称:《心理学报》
  • 时间:0
  • 分类:B841[哲学宗教—基础心理学;哲学宗教—心理学]
  • 作者机构:[1]四川师范大学教育科学学院,成都610066, [2]北京师范大学发展心理研究所,北京100875
  • 相关基金:四川省教育厅自然科学青年科研基金(13ZB0155)、国家自然科学青年项目(31400897)资助
中文摘要:

项目曝光控制和内容约束关系到测验安全、测验的信度和效度,是计算机化自适应测验(Computerized Adaptive Testing,CAT)中两类重要的j}统计约束条件。本文在认知诊断CAT中针对内容约束和项目曝光控制要求,运用5种方法选择测验项目。它们分别是:(1)Monte Carlo方法与项目合格方法相结合,记为MC—IE;(2)Monte Carlo方法与最大优先指标方法相结合,记为MC.MPI;(3)Monte Carlo方法与限制阈值方法相结合,记为MC.RT;(4)Monte Carlo方法与限制进度指标方法相结合,记为MC.RPG以及(5)Monte Carlo方法与最大后验概率方法相结合,记为MC.PP。然后通过在线性、收敛、发散、无结构和独立五种属性结构下构建题库并运用重参化融融统和模型模拟被试反应比较它们的选题表现。研究发现,(1)相同选题方法在不同属性结构下项目曝光率的分布类似,测量精度按线性、收敛、发散、无结构和独立结构的顺序依次降低;(2)相同属性结构下,不同方法的测量精度高低依次为MC.PP、MC.IE、MC.RT、MC.MPI和MC.RPG方法;项目曝光均匀性优劣依次为MC.RPG、MC.MPI、MC.RT、MC.IE和MC.PP方法。统一量纲值表明,MC.RPG方法的综合表现最好,MC.MPI方法的表现次之。

英文摘要:

It is well known that items in the bank of computerized adaptive testing (CAT) are always expected to be used equally. For one thing, a good deal of manpower and financial resources spent on constructing the item bank will surely be wasted if a large proportion of items are seldom exposed or even never be used. For the other, works for ensuring the test security and maintaining the item bank will become serious for test practitioners if items are exposed extremely skewed. In addition to controlling the item exposure, tests which assembled for different examinees are usually required to satisfy many constraints, such as (a) the well-proportional of each content domain; (b) the "enemy items" could not be appeared in the same test, and (c) the appropriate balance of item keys. Supposing some constraints are violated, it will give some unexpected reactions during the test and result in inaccuracy of trait estimates. Therefore, both item exposure control and content constraints are important non-statistical constraints. They have great influence on the test validity, measurement accuracy and comparability among examinees. So, they need to be incorporated into the designing of item selection for CAT in practical settings. When cognitive diagnostic theory is used in CAT, examinees can receive more detailed diagnostic information regarding their mastery of every attribute. Therefore, cognitive diagnostic CAT (CD-CAT) is a promising research area and has gained much attention because it integrates both the cognitive diagnostic method and adaptive testing. The present study compared the performances of five item selection methods in CD-CAT with item exposure control and content constraints. The item selection methods applied are (a) incorporating the Monte Carlo approach into the item eligibility approach (MC-IE); (b) incorporating themaximum priority index method into the Monte Carlo approach (MC-MPI); (c) incorporating the restrictive threshold method into the Monte Carlo appr

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期刊信息
  • 《心理学报》
  • 北大核心期刊(2011版)
  • 主管单位:中国科学院
  • 主办单位:中国心理学会 中国科学院心理研究所
  • 主编:张侃
  • 地址:北京市朝阳区林萃路16号院
  • 邮编:100101
  • 邮箱:xuebao@psych.ac.cn
  • 电话:010-64850861
  • 国际标准刊号:ISSN:0439-755X
  • 国内统一刊号:ISSN:11-1911/B
  • 邮发代号:82-12
  • 获奖情况:
  • 国内外数据库收录:
  • 日本日本科学技术振兴机构数据库,中国中国人文社科核心期刊,中国中国科技核心期刊,中国北大核心期刊(2004版),中国北大核心期刊(2008版),中国北大核心期刊(2011版),中国北大核心期刊(2014版),中国国家哲学社会科学学术期刊数据库,中国北大核心期刊(2000版)
  • 被引量:33136