Table 4.
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} |
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.