Description Usage Arguments Details Value Examples
Estimate simulation parameters for the mfa simulation from a real dataset.
1 2 3 4 5 6 7 | mfaEstimate(counts, params = newMFAParams())
## S3 method for class 'SingleCellExperiment'
mfaEstimate(counts, params = newMFAParams())
## S3 method for class 'matrix'
mfaEstimate(counts, params = newMFAParams())
|
counts |
either a counts matrix or a SingleCellExperiment object containing count data to estimate parameters from. |
params |
MFAParams object to store estimated values in. |
The nGenes
and nCells
parameters are taken from the size of the
input data. The dropout lambda parameter is estimate using
empirical_lambda
. See MFAParams
for more
details on the parameters.
MFAParams object containing the estimated parameters.
1 2 3 4 5 6 7 8 9 | # Load example data
if (requireNamespace("mfa", quietly = TRUE)) {
library(mfa)
synth <- create_synthetic(C = 20, G = 5, zero_negative = TRUE,
model_dropout = TRUE)
params <- mfaEstimate(synth$X)
params
}
|
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