| softImpute.network.missing {changepoints} | R Documentation |
Estimate graphon matrix by soft-impute for independent adjacency matrices with missing values.
Description
Estimate graphon matrix by soft-impute for independent adjacency matrices with missing values.
Usage
softImpute.network.missing(
data_incomplete_list,
eta_list,
lambda,
a,
it_max = 10000
)
Arguments
data_incomplete_list |
A list of adjacency matrices (with entries being 0 or 1) with missing values being coercing to 0.
|
eta_list |
A list of matrices associated with data_incomplete_list, each matrix indicates the missing entries in corresponding adjacency matrix.
|
lambda |
A numeric scalar of thresholding parameter for leading singular value in the soft-impute algorithm.
|
a |
A numeric scalar of truncation parameter in the soft-impute algorithm.
|
it_max |
An integer scalar of maximum iteration for the soft-impute algorithm.
|
Value
Estimated graphon matrix
Author(s)
Haotian Xu
References
Dubey, Xu and Yu (2021) <arxiv:2110.06450>
[Package
changepoints version 1.1.0
Index]