Man pages for markgene/yamatClassifier
Yet Another Methylation Array Toolkit: Classifier

compute_relative_log_expressionComputing relative log expression
cor_mtestComputing the p-value of correlations.
correlogramCorrelogram.
create_trainerCreate a YamatClassifierTrainer object.
cross_validate_model5Cross-validate model 5
density_plot_row_sdPlot variablity of methylation signals across loci.
diagnose_tsne.coordDiagnose multiple tSNE runs with coordinates plot.
diagnose_tsne.corDiagnose multiple tSNE runs with the correlations of...
explore_batch_effectExplore batch effect.
explore_batch_effect_beta_valueExplore batch effect beta_value
explore_batch_effect_beta_value_pca_computePerform PCA on beta_value
explore_batch_effect_beta_value_rleExplore batch effect beta_value - RLE.
explore_batch_effect_methExplore batch effect meth
explore_batch_effect_meth_pca_computePerform PCA on meth
explore_batch_effect_meth_rleExplore batch effect meth - RLE.
explore_batch_effect_unmethExplore batch effect unmeth
explore_batch_effect_unmeth_pca_computePerform PCA on unmeth
explore_batch_effect_unmeth_rleExplore batch effect unmeth - RLE.
find_pc_number.capperFind PC number: Capper's method.
find_pc_number.var_fracFind PC number: fraction of variance.
find_pc_number.yamatFind PC number: yamat method.
get_and_filter_probesGet and filter probes.
get_batch_effect_explore_dirGet the directory of batch effect exploratory analysis.
get_batch_matrixGet the batch matrix for fitting batch effect correction.
get_beta_valueGet beta value.
get_beta_value_adjustedGet adjusted beta value.
get_beta_value_adjusted_rdaGet adjusted beta value Rda file path.
get_main_pca_plotMain PCA plot
get_methGet meth.
get_meth_from_preprocessed_filesGet meth from preprocessed files.
get_preprocessed_dirGet preprocessed file directory.
get_probesUpdate probes of interest.
get_probes_from_scratchGet probes of interest
get_probes_rdaGet probe ID file directory.
get_targetsGet targets.
get_trainer_rdaGet YamatClassifierTrainer Rda file.
get_unmethGet unmeth.
get_unmeth_from_preprocessed_filesGet unmeth from preprocessed files.
get_x_density_plotPC x density plot
get_y_density_plotPC y density plot
most_variableMost variably methylated loci.
multiplot_tsnePlot multiple tSNE results.
pcaPCA
pca123PCA step 1, 2, 3.
plot_pca_resultPlot PCA.
plot_relative_log_expressionPlot relative log expression.
plot_tsnePlot tSNE result.
prepare_plot_dataPrepare PCA plot data
preprocess_dkfzPreprocess DKFZ approach.
project_pcProject to new basis.
run_fitsneComputing t-SNE with fit-SNE algorithm.
run_rtsneComputing t-SNE with 'Rtsne'.
select_features_borutaPerform Boruta feature selection.
select_features_boruta2Perform Boruta feature selection with Boruta result.
select_features_rangerPerform random forest feature selection with ranger package.
shuffle_matrixShuffle matrix.
train_batch_effect_modelTrain the model for batch effect removal.
train_calibration_model_ridgeTrain calibration model with ridge regularization.
train_model1Train model 1
train_model1_inner_foldTrain model 1 - process the inner fold
train_model1_outer_foldTrain model 1 - Process the outer fold
train_model2Train model 2
train_model2_inner_foldTrain model 2 - process the inner fold
train_model2_outer_foldTrain model 2 - Process the outer fold
train_model3Train model 3
train_model3_inner_foldTrain model 3 - process the inner fold
train_model3_outer_foldTrain model 3 - Process the outer fold
train_model4Train model 4
train_model4_inner_foldTrain model 4 - process the inner fold
train_model4_outer_foldTrain model 4 - Process the outer fold
train_model5_inner_foldTrain model 5 - process the inner fold
train_model5_outer_foldTrain model 5 - Process the outer fold
train_preprocess_pipeTrain preprocess pipeline
tsneRun tSNE in batch mode.
markgene/yamatClassifier documentation built on Oct. 14, 2024, 2:36 a.m.