mi                      A wrapper function that executes MantaID
                        workflow.
mi_balance_data         Data balance. Most classes adopt random
                        undersampling, while a few classes adopt smote
                        method to oversample to obtain relatively
                        balanced data;
mi_clean_data           Reshape data and delete meaningless rows.
mi_data_attributes      ID-related datasets in biomart.
mi_data_procID          Processed ID data.
mi_data_rawID           ID dataset for testing.
mi_get_ID               Get ID data from 'Biomart' database use
                        'attributes'.
mi_get_ID_attr          Get ID attributes from 'Biomart' database.
mi_get_confusion        Compute the confusion matrix for the predict
                        result.
mi_get_miss             Observe the distribution of the false response
                        of test set.
mi_get_padlen           Get max length of ID data.
mi_plot_cor             Plot correlation heatmap.
mi_plot_heatmap         Plot heatmap for result confusion matrix.
mi_predict_new          Predict new data with trained learner.
mi_run_bmr              Compare classification models with small
                        samples.
mi_split_col            Cut the string of ID column character by
                        character and divide it into multiple columns.
mi_split_str            Split the string into individual characters and
                        complete the character vector to the maximum
                        length.
mi_to_numer             Convert data to numeric, and for ID column
                        convert with fixed levels.
mi_train_BP             Train a three layers neural network model.
mi_train_rg             Random Forest Model Training.
mi_train_rp             Classification tree model training.
mi_train_xgb            Xgboost model training
mi_tune_rg              Tune Random Forest model by hyperband.
mi_tune_rp              Tune decision tree model by hyperband.
mi_tune_xgb             Tune Xgboost model by hyperband.
