Metrics and observables (reservoirpy.observables)#

Metrics and observables for Reservoir Computing:

spectral_radius(W[, maxiter])

Compute the spectral radius of a matrix W.

mse(y_true, y_pred[, dimensionwise])

Mean squared error metric:

rmse(y_true, y_pred[, dimensionwise])

Root mean squared error metric:

nrmse(y_true, y_pred[, norm, norm_value, ...])

Normalized root mean squared error metric:

rsquare(y_true, y_pred[, dimensionwise])

Coefficient of determination \(R^2\):

memory_capacity(model, k_max[, as_list, ...])

Memory Capacity of a model

effective_spectral_radius(W[, lr, maxiter])

Effective spectral radius