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ReliefSeq: A Gene-Wise Adaptive-K Nearest-Neighbor Feature Selection Tool for Finding Gene-Gene Interactions and Main Effects in mRNA-Seq Gene Expression Data

Figure 2

Illustration of the effect of the number of nearest neighbors (k) on the Relief-F score for a main effect transcript (red circles) from one of the simulated data sets.

The vertical axis is the Relief-F importance score (Equation (1)); the horizontal axis is the number of nearest neighbors, k. For main effects, a larger k is suggested because Relief-F converges to a univariate attribute estimator (myopic). For comparison, the average scores for 100 random null transcripts (blue triangles) in the data set are plotted versus k. Regardless of k, the Relief-F scores remain low for noise genes.

Figure 2