Multi-Task Learning with Orthogonal Constraints


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Documentation for package ‘orthoMTL’ version 0.1.0

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accuracy_mtl Classification Accuracy for Multi-Task Predictions
auc_mtl Area Under the ROC Curve for Multi-Task Predictions
bootstrap_orthoMTL Bootstrap Inference for orthoMTL Coefficients
cindex_mtl Concordance Index for Multi-Task Predictions
coef.orthoMTL Extract Coefficients from an orthoMTL Model
create_constraint_matrix Create Diffusion Constraint Matrix
create_indicator_matrix Create Censoring Indicator Matrix
create_longitudinal_labels Convert Survival Data to Longitudinal Binary Labels
cv_orthoMTL Cross-Validation for orthoMTL Hyperparameter Selection
nnmaxheap_C Project a Vector onto Non-Negative Non-Increasing Space
orthoMTL Multi-task learning with orthogonal constraints
plot_bootstrap Bootstrap Coefficient Comparison Plot
plot_correlation Task Correlation Map for orthoMTL
plot_heatmap Coefficient Heatmap for orthoMTL
plot_prediction Prediction Swimmer Plot for orthoMTL
predict.orthoMTL Predict from an orthoMTL Model
print.bootstrap_orthoMTL Print Bootstrap Inference Results
print.cv_orthoMTL Print Cross-Validation Results
print.orthoMTL Print an orthoMTL Object
print.simulated_mtl Print Simulated Multi-Task Data
r2_mtl Coefficient of Determination (R-squared) for Multi-Task Regression
rmse_mtl Root Mean Squared Error for Multi-Task Regression
simulate_mtl Simulate Multi-Task Data with Time-Varying Effects
summary.orthoMTL Summarise an orthoMTL Object