Table 3 Expressions from the Nguyen (first two columns on the left-hand side) and Feynman (last three columns on the right-hand side) benchmarks
From: Efficient generator of mathematical expressions for symbolic regression
ID | Expression | ID | ID-Feynman | Expression |
|---|---|---|---|---|
NG-1 | \(x^3 + x^2 + x\) | FM-1 | I.6.2a | \((2\pi )^{-0.5} e^{-\frac{x^2}{2}}\) |
NG-2 | \(x^4 + x^3 + x^2 + x\) | FM-2 | I.6.2 | \((\sqrt{2\pi }\cdot y)^{-1} e^{-\frac{(x/y)^2}{2}}\) |
NG-3 | \(x^5 + x^4 + x^3 + x^2 + x\) | FM-3 | I.12.1, I.12.5 | xy |
NG-4 | \(x^6 + x^5 + x^4 + x^3 + x^2 + x\) | FM-4 | I.14.4, II.8.31 | \(0.5\, x y^2\) |
NG-5 | \(\sin x^2 \cdot \cos x - 1\) | FM-5 | I.25.13, I.29.4 | x/y |
NG-6 | \(\sin x + \sin (x + x^2)\) | FM-6 | I.26.2 | \(\arcsin (x\sin {y})\) |
NG-7 | \(\ln (x+1) + \ln (x^2 + 1)\) | FM-7 | I.34.27, III.12.43 | \((2\pi )^{-1}xy\) |
NG-8 | \(\sqrt{x}\) | FM-8 | I.39.1 | \(1.5\, xy\) |
NG-9 | \(\sin x + \sin y^2\) | FM-9 | II.3.24 | \(\frac{x}{4\pi y^2}\) |
NG-10 | \(2\sin x \cdot \cos y\) | FM-10 | II.11.28 | \(\frac{1+xy}{1-(0.\overline{3}\, xy)}\) |
FM-11 | II.27.18 | \(xy^2\) | ||
FM-12 | II.38.14 | \(\frac{x}{2\cdot (1 + y)}\) |