Home About Us Contact Blog
What's New Products Buy Now Downloads Forum  

GeneXproTools Online Guide

Learn how to use the 5 modeling platforms
of GeneXproTools with the Online Guide

Last update: February 19, 2014


SSPN Fitness Function

The SSPN fitness function combines four different statistics: the sensitivity, specificity, positive predictive value (PPV), and the negative predictive value (NPV).

The SSPP measure SSPNi of an individual model i is evaluated by the equation:

where SEi is the sensitivity, SPi the specificity, PPVi the positive predictive value, and NPVi the negative predictive value of the individual program i, and are given by the formulas:

where TPi, TNi, FPi, and FNi represent, respectively, the number of true positives, true negatives, false positives, and false negatives.

True positives (TP), true negatives (TN), false positives (FP), and false negatives (FN), are the four different possible outcomes of a single prediction for a binomial classification task with classes “1” (“yes”) and “0” (“no”). A false positive is when the outcome is incorrectly classified as “yes” (or “positive”), when it is in fact “no” (or “negative”). A false negative is when the outcome is incorrectly classified as negative when it is in fact positive. True positives and true negatives are obviously correct classifications. These four types of classifications are usually shown in a two-way table called the confusion matrix.

The SSPN fitness function can be combined with a cost matrix in order to impose specific constraints on the solutions. In addition, by choosing different rounding thresholds, different fitness functions can be created to explore different solution spaces.

The evolvable rounding thresholds include the ROC threshold, the logistic, class proportions, large margin, average, RMS, interdecile mean, interquartile mean, midrange, midhinge, and trimean threshold. There are also two kinds of fixed thresholds: the rounding threshold of the active model and user defined thresholds.

See Also:

Related Tutorials:

Related Videos:

Leave Feedback
  Please enter the number below using the combo boxes before sending your feedback.
 3 8 4


 Time Limited Trial

 Try GeneXproTools for free for 30 days!

 Released February 19, 2014

 Last update: 5.0.3883

New Entries  

Add-ons − GeneXproServer  

   Subscribe to the GEP-List

3 8 4
Home | What's New | Products | Buy Now | Downloads | Quick Tour | Support | Contact Us | About Gepsoft | Sign Up
Forum | Blog | Videos | Tutorials | Server Knowledge Base | Logistic Regression Guide | Terms of Use | Privacy & Cookies

Copyright (c) 2000-2014 Gepsoft Ltd. All rights reserved.