aggregateCVSingle | Aggregate and Save Cross-validation Result for Single-omics... |
classifierEval | Evaluation of Binary Classifier with Different Evaluation... |
dataPreprocess | preprocess a omics dataset before running omics SmCCNet |
fastAutoSmCCNet | Automated SmCCNet to Streamline the SmCCNet Pipeline |
getAbar | Calculate similarity matrix based on canonical weights. |
getCanCorMulti | Canonical Correlation Value for SmCCA |
getCanWeightsMulti | Get Canonical Weight SmCCA Algorithm (No Subsampling) |
getCCAout_single | Internal functions called by getRobustPseudoWeights_single. |
getOmicsModules | Extract Omics Modules based on Similarity Matrix. |
getRobustWeightsMulti | Run Sparse multiple Canonical Correlation Analysis and Obtain... |
getRobustWeightsMultiBinary | Run Sparse multiple Canonical Correlation Analysis and Obtain... |
getRobustWeightsSingle | Single-omics SmCCA with Quantitative Phenotype |
getRobustWeightsSingleBinary | Single-omics SmCCA with Binary Phenotype |
networkPruning | Prunes Subnetwork and Return Final Pruned Subnetwork Module |
pipe | Pipe operator |
scalingFactorInput | Scaling Factor Input Prompt |
summarizeNetSHy | NetSHy Summarization Score |
X1 | A synthetic mRNA expression dataset. |
X2 | A synthetic miRNA expression dataset. |
Y | A synthetic phenotype dataset. |
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