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Showing 1 to 6 of 6 for “"Kullback-Leibler information"”.

  1. Kullback-Leibler information and its applications in multidimensional adaptive testing

    … paper first discusses the relationship between Kullback-Leibler information (KL) and Fisher information in the context of multi-dimensional item response theory and is further interpreted for the two-dimensional case, from a geometric perspective. This explication should allow for a better …

    uiuc Repository record for Kullback-Leibler information and its applications in multidimensional adaptive testing (opens in a new tab)

  2. Computerized Adaptive Testing---New Developments and Applications

    … selection on the basis of likelihood-weighted Kullback-Leibler information and distance-weighted Kullback-Leibler information.

    uiuc Repository record for Computerized Adaptive Testing---New Developments and Applications (opens in a new tab)

  3. Test Discrimination and Test Construction for Cognitive Diagnosis

    … and three attribute level CDM indices based on Kullback-Leibler information. These indices will serve as measures of how informative an item is for the classification of examinees. The association of each index with correct classification rates is validated to support their use in test …

    uiuc Repository record for Test Discrimination and Test Construction for Cognitive Diagnosis (opens in a new tab)

  4. Minimum description complexity

    … of a criterion for model set comparison. Pioneer information theoretic based approaches to this problem are Akaike information criterion (AIC) and different forms of minimum description length (MDL). The prior assumption in these methods is that the unknown true model is a member of all the …

    mit Repository record for Minimum description complexity (opens in a new tab)

  5. Essays on choice modeling

    … set up to analyze the performance of different information criteria and tests used to discriminate between models, either nested or non-nested. In particular, within non-nested models, four criteria and three tests are assessed, all of them based on the Kullback-Leibler Information Criterion …

    cagliari Repository record for Essays on choice modeling (opens in a new tab)

  6. Item selection methods in multidimensional computerized adaptive testing adopting polytomously-scored items under multidimensional generalized partial credit model

    … Item selection methods examined include Fisher information based D-optimality (D-optimality), Kullback-Leibler information index (KI), mutual information (MI), and continuous entropy method (CEM). The three test formats considered are the POLYTYPE format that contains polytomous items with three …

    uiuc Repository record for Item selection methods in multidimensional computerized adaptive testing adopting polytomously-scored items under multidimensional generalized partial credit model (opens in a new tab)