statsmodels.robust.norms.Hampel#

class statsmodels.robust.norms.Hampel(a=2.0, b=4.0, c=8.0)[source]#

Hampel function for M-estimation

Parameters:
a, b, cfloat, optional

The tuning constants for Hampel’s function. The default values are a, b, c = 2, 4, 8.

Methods

__call__(z)

Return the value of estimator rho applied to an input

psi(z)

The psi function for Hampel's estimator

psi_deriv(z)

Derivative of psi function, second derivative of rho function

rho(z)

The robust criterion function for Hampel's estimator

weights(z)

Hampel weighting function for the IRLS algorithm

max_rho

Methods

max_rho()

psi(z)

The psi function for Hampel's estimator

psi_deriv(z)

Derivative of psi function, second derivative of rho function

rho(z)

The robust criterion function for Hampel's estimator

weights(z)

Hampel weighting function for the IRLS algorithm

Properties