solve_W_penalized: Solve for nonnegative common factor matrix W with Stochastic...

Description Usage Arguments Value

View source: R/data_integration_sketched.R

Description

argmin_{W>=0} ||X- HW^T diag(lambd) - 1_n b^T||_F^2 += \frac{1}{2μ_t}\|W-W^{t-1}\|_F/

Usage

1
solve_W_penalized(X.list, H.list, lambda.list, b.list, W.old, iter)

Arguments

X.list

A list of ncells-by-ngenes gene expression matrix.

H.list

A list of factor loading matrix of size ncells-by-r

lambda.list

A list of scaling vector of size p (ngenes).

b.list

A list of shift vector of size p (ngenes).

W.old

W from last iteration.

iter

current iteration, for calculating the step size.

Value

W ngenes-by-r common factor matrix shared among datasets


pengminshi/cFIT documentation built on July 11, 2021, 11:12 p.m.