Silverman

silverman_bandwidth(x: ndarray) → float

Calculate Silverman’s rule of thumb bandwidth for kernel density estimation.

Parameters:

x (np.ndarray) – Input data array.

Returns:

Calculated bandwidth, ensuring it is non-negative.

Return type:

float