Model Selection

Visualizer

After running Mixed_Factors_Analysis.exe, clicking "BIC Curve" in "Visualizer", the computed BIC scores can be viewed on the browser as shown in Figure 1.
In this plot, the horizontal and vertical axes correspond to the factor dimension and the BIC scores, respectively. The each line represents curve of BIC scores against to varying factor dimensions (q) for a fixed number of clusters (G).
Figure 1 displays three BIC curves corresponding to the number of clusters equal to G=4, 5 and 6. A combination G=5 and q=7 attains at the minimum of BIC, selected as an optimal.


Output File

The calculated BIC scores can be also viewed through tab-delimited text, model_selection.txt, created at

File format are as like that shown in below.
Each column represents scores of a variety of G for a factor dimension (q). In this example, those of q=6 to 8 and G=4 to 6 are shown, and the minimum score is attained at q=7 and G=5.



File Format of model_selection.txt


Figure 1: Image of model selection based on BIC curve