Methods for Image-Based Cell Profiling


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Documentation for package ‘cytominer’ version 0.2.2

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aggregate Aggregate data based on given grouping.
correlation_threshold Remove redundant variables.
count_na_rows Count the number of 'NA's per variable.
covariance Compute covariance matrix and vectorize.
drop_na_columns Remove variables with NA values.
drop_na_rows Drop rows that are 'NA' in all specified variables.
extract_subpopulations Extract subpopulations.
generalized_log Generalized log transform data.
generate_component_matrix A sparse matrix for sparse random projection.
normalize Normalize observation variables.
replicate_correlation Measure replicate correlation of variables.
sparse_random_projection Reduce the dimensionality of a population using sparse random projection.
svd_entropy Feature importance based on data entropy.
transform Transform observation variables.
variable_importance Measure variable importance.
variable_select Select observation variables.
variance_threshold Remove variables with near-zero variance.
whiten Whiten data.