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Interpret the following output of Multiple discriminant analysis (MDA)
说明以下多重判别式分析的结果 Data was collected on two groups of firms. One group is considered to be bankrupted (0 category) and another group to be non-bankrupted (1 category). The result shows that three independent variables: Solvency, Age and Quick ratio are important to explain bankruptcy (dependent variable) among sample firms. Interpret the result of Eigenvalues, Cox & Snell, Nagelkerke R Square R Square, Structure Matrix and Classification Results. 数据收集自两组公司。一组被认为会破产,而另一组不会。结果表明了三个自变量:偿付能力,年龄和速动比率对于解释在样本公司中破产(因变量)是很重要的。说明以下结果:Eigenvalues特征值, Cox & Snell, Nagelkerke R Square R Square, Structure Matrix结构矩阵 and Classification Results. Eigenvalues Eigenvalues Function Eigenvalue % of Variance Cumulative % Canonical Correlation 1 ,347a 100,0 100,0 ,507 a. First 1 canonical discriminant functions were used in the analysis. Answer: Model Summary Model Summary Step -2 Log likelihood Cox & Snell R Square Nagelkerke R Square 1 3177,783a ,302 ,546 a. Estimation terminated at iteration number 7 because parameter estimates changed by less than ,001. Answer: Structure Matrix Structure Matrix Function 1 Solvency0 ,780 Age0 ,279 QuickRatio0 ,107 Answer: Classification Results Classification Resultsa Type Predicted Group Membership Total 0 1 Original Count 0 3051 33 3084 1 288 1124 1412 % 0 98,9 1,1 100,0 1 20,4 79,6 100,0 a. 92,9% of original grouped cases correctly classified. Answer: |
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