Unconstrained convex minimization
=================================

.. contents::
   :depth: 1
   :local:


Gradient descent
----------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_gradient_descent


Subgradient method
------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_subgradient_method


Subgradient method under restricted secant inequality and error bound
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.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_subgradient_method_rsi_eb


Gradient descent with exact line search
---------------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_gradient_exact_line_search


Conjugate gradient
------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_conjugate_gradient


Heavy Ball momentum
-------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_heavy_ball_momentum


Accelerated gradient for convex objective
-----------------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_accelerated_gradient_convex


Accelerated gradient for strongly convex objective
--------------------------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_accelerated_gradient_strongly_convex


Optimized gradient
------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_optimized_gradient


Optimized gradient for gradient
-------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_optimized_gradient_for_gradient


Robust momentum
---------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_robust_momentum


Triple momentum
---------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_triple_momentum


Information theoretic exact method
----------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_information_theoretic


Cyclic coordinate descent
-------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_cyclic_coordinate_descent


Proximal point
--------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_proximal_point


Accelerated proximal point
--------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_accelerated_proximal_point


Inexact gradient descent
------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_inexact_gradient_descent


Inexact gradient descent with exact line search
-----------------------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_inexact_gradient_exact_line_search


Inexact accelerated gradient
----------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_inexact_accelerated_gradient


Epsilon-subgradient method
--------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_epsilon_subgradient_method


Gradient descent for quadratically upper bounded convex objective
-----------------------------------------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_gradient_descent_qg_convex


Gradient descent with decreasing step sizes for quadratically upper bounded convex objective
--------------------------------------------------------------------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_gradient_descent_qg_convex_decreasing


Conjugate gradient for quadratically upper bounded convex objective
-------------------------------------------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_conjugate_gradient_qg_convex


Heavy Ball momentum for quadratically upper bounded convex objective
--------------------------------------------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_heavy_ball_momentum_qg_convex


Gradient descent for smooth strongly convex quadratic objective
---------------------------------------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_gradient_descent_quadratics


Gradient descent for smooth strongly convex objective with linear mapping
-------------------------------------------------------------------------
.. autofunction:: PEPit.examples.unconstrained_convex_minimization.wc_gradient_descent_lc