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monocle3 (version 0.1.3)

calc_principal_graph: Function to automatically learn the structure of data by either using L1-graph or the spanning-tree formulization

Description

Function to automatically learn the structure of data by either using L1-graph or the spanning-tree formulization

Usage

calc_principal_graph(X, C0, maxiter = 10, eps = 1e-05,
  L1.gamma = 0.5, L1.sigma = 0.01, verbose = T)

Arguments

X

the input data DxN

C0

the initialization of centroids

maxiter

maximum number of iteration

eps

relative objective difference

L1.gamma

regularization parameter for k-means (the prefix of 'param' is used to avoid name collision with gamma)

L1.sigma

bandwidth parameter

verbose

emit results from iteration

Value

a list of X, C, W, P, objs X is the input data C is the centers for principal graph W is the principal graph matrix P is the cluster assignment matrix objs is the objective value for the function