Man pages for c7rishi/hidgenclassifier
Functions for Bayesian hierarchical hidden genome classifier

adjust_Xnewadjust Xnew by discarding columns not in Xold_colnames and by...
calc_minfocalculates normalized mutual information given P(variant |...
calc_one_v_rest_aucCalculating area under Precision-Recall curve (PRC) and...
create_modelInitialize a fully-connected multi-class neural network
divide_rowsConvenience functions for dividing rows and columns of a...
extract_cancer_responseConvenience function for extracting cancer (response)...
extract_designObtain design matrix (X) for variants from a mutation...
extract_design_mdesign_mcatExtract Design-Metadesign (XU) matrix for a categorical...
extract_design_mdesign_mctsExtract Design-Metadesign (XU) matrix for a set of continuous...
extract_design_mdesign_sbs96Extract Design-Metadesign (XU) matrix for SBS-96 meta-feature...
extract_glmnetExtract the cv.glmnet object from the output of fit_mlogit
extract_tmb#' Extract total mutation burden (TMB) of tumors in a maf...
fitnessFit and validate neural network
fit_nncTrain a fully-connected multi-class neural network
fit_rfcHidden genome random forest classifier (rfc)
fit_smlcHidden genome sparse multinomial logistic classifier (smlc)
fit_svmcHidden genome SVM classifier (svmc)
impactMSK-IMPACT somatic mutation annotation data from 10 common...
indiv_predict_effectProbability distance based effects of predictors in a fitted...
new_nnGenerate an object from the class "nn"
odds_ratio_mlogitCalculate odds ratios from a multinomial logistic hidden...
optimal_thresholdDetermine optimal one-vs-rest classification thresholds from...
pipePipe operator
predict_nncGet neural network predictions
predict_rfcprediction based on hidden genome random forest classifier
predict_smlcPrediction based on the hidden genome sparse multinomial...
predict_svmcprediction based on hidden genome random forest classifier
screen_variant_miMutual Information based feature screening of variants from a...
tcgaTCGA somatic mutation annotation data from 10 common cancer...
tune_modelTune neural network hyperparameters using Bayesian...
c7rishi/hidgenclassifier documentation built on June 14, 2024, 11:10 a.m.