Man pages for BillyTian/bis557
Package containing assignments, projects or other products in BIS557
| casl_glenet | Compute generalized linear elastic net with coordinate... |
| casl_lenet | Compute linear elastic net using coordinate descent. |
| casl_lenet_check_kkt | Check current KKT conditions for regression vector. |
| casl_lenet_screen | Apply coordinate descent screening rules. |
| casl_lenet_update_beta | Update beta vector using coordinate descent. |
| casl_lenet_update_beta_kkt | Update beta vector using KKT conditions. |
| casl_util_soft_thresh | Soft threshold function. |
| glm_firstorder | First-Order Method of Generalized Linear Model |
| gradient_descent | Implement Gradient Descent for OLS |
| linear_model | Fit a linear model |
| lm_patho | Artificial data for function testing |
| model_matrices | Extract X and Y from data |
| multiclass_logistic | Multi-Class Model Generalizing Logistic Regression |
| new_gradient_descent | New Gradient Descent |
| oos_gradient_descent | Gradient Descent based on out-of-sample accuracy |
| optimized_lambda | Optimizing ridge parameter based on MSE |
| predict_ridge | Predict function for ridge regression |
| ridge_R | Ridge Regression Considering Collinearity |
| ridge_regression | Ridge Regression Considering Collinearity |
