Workflow description: This workflow presents a component that calculates the 5x2cv Paired t-Test and demoes its use for a classification problem. Given values for two performance metrics, computed in 5 iterations of 2-fold cross-validation over the same dataset (randomly), the component performs a statistical test to determine whether the metric values are statistically equivalent or not. The 5x2cv Paired t-Test is an excellent alternative to compare different models with less bias.
Original paper: https://www.cmpe.boun.edu.tr/~ethem/files/papers/NC110804.PDF
Another reference used: https://sebastianraschka.com/pdf/lecture-notes/stat479fs18/11_eval-algo_notes.pdf
Used extensions & nodes
Created with KNIME Analytics Platform version 5.2.1
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