autoemulate.emulators.polynomials#
- class PolynomialRegression(x, y, standardize_x=False, standardize_y=False, degree=2, lr=0.1, epochs=500, batch_size=16, random_seed=None, device=None, **kwargs)[source]#
Bases:
PyTorchBackend
PolynomialRegression emulator.
Implements a linear model including all main effects, interactions, and quadratic terms.