8.1.2.1. sklearn.cluster.estimate_bandwidth

sklearn.cluster.estimate_bandwidth(X, quantile=0.3, n_samples=None, random_state=0)

Estimate the bandwith to use with MeanShift algorithm

Parameters:

X : array [n_samples, n_features]

Input points.

quantile : float, default 0.3

should be between [0, 1] 0.5 means that the median is all pairwise distances is used.

n_samples : int

The number of samples to use. If None, all samples are used.

random_state : int or RandomState

Pseudo number generator state used for random sampling.

Returns:

bandwidth : float

The bandwidth parameter.