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Package Comparison Details, by dataset

Cranio Dataset

Soft Threshold Choice

Comparing the Sage code base to the UCLA-based package, we see a difference in the selection of the 'soft threshold' (beta):

...

Both algorithms try to find the lowest power whose R^2 is above the given threshold (0.90).  If no power achieves the threshold then the threshold is decremented repeatedly by 0.05 until a solution is found.  Since the Sage version finds a maximum of 0.887, it carries out the decrementing procedure.  The UCLA version finds three values just above 0.90, and picks the lowest.

Modules

Unequal beta, module diff=44%

identical beta, module diff=0.9%

             turquoise blue grey
  turquoise      1271  147    0
  blue            648  373    0
  grey             53    0   42

           turquoise blue grey
  turquoise      1958    0    0
  blue              0  520    0
  grey             14    0   42

Colon cancer, top 5K genes

Soft Threshold Choice

Modules

Human liver cohort, top 5K genes

Soft Threshold Choice

Modules