Table 4 Ten simulation datasets and their input features.

From: A fast approach to detect gene–gene synergy

Dataset

Function

No converted input features

Converted input features

1

Y = |X 1 − X 2| = Z 1

{X 1, X 2}

{Z 1}

2

Y = |X 1 − X 2| + |X 3 − X 4| = Z 1 + Z 2

{X 1, X 2, X 3, X 4}

{Z 1, Z 2}

10

Y = |X 1 − X 2| + |X 3 − X 4| + … + |X 19 − X 20| = Z 1 + Z 2 + … + Z 10

{X 1, X 2, X 3, X 4,…, X 19, X 20}

{Z 1, Z 2,…, Z 10}

  1. Here, X is assigned with random values between 0 and 1, and Y is binarized with the median. Sample size for each dataset is 200.