mesmer.stats.HarmonicModel#
- class mesmer.stats.HarmonicModel#
- __init__()#
HarmonicModel class to fit a Fourier Series to monthly data using yearly predictors.
Methods
__init__()HarmonicModel class to fit a Fourier Series to monthly data using yearly predictors.
fit(yearly_predictor, monthly_target, *[, ...])fit harmonic model i.e. a Fourier Series to every gridcell using BIC score to select the order and least squares to fit the coefficients for each order.
from_params(params)initialize HarmonicModel class using parameters
predict(yearly_predictor, time[, time_dim])construct a Fourier Series from yearly predictors with fitted coeffs.
residuals(yearly_predictor, monthly_target, *)Calculate the residuals of the fitted harmonic model
Attributes
The parameters of this estimator.