secure_learning.models.secure_ridge¶
Implementation of Ridge regression model.
Classes¶
Solver for Ridge regression. Optimizes a model with objective function |
Module Contents¶
- class secure_learning.models.secure_ridge.Ridge(solver_type: tno.mpc.mpyc.secure_learning.models.secure_model.SolverTypes = SolverTypes.GD, alpha: float = 1)[source]¶
Solver for Ridge regression. Optimizes a model with objective function $$frac{1}{{2n}_{textrm{samples}}} times ||y - Xw||^2_2 + frac{alpha}{2} times ||w||^2_2$$