週次 |
日期 |
單元主題 |
第1週 |
9/23 |
L1 Introduction |
第2週 |
9/30 |
L2 Convex function |
第3週 |
10/07 |
L3 Convergence rate and strongly convex functions |
第4週 |
10/14 |
L4 Conjugate functions |
第5週 |
10/21 |
L5 Smoothing |
第6週 |
10/29 |
L6 Sub-gradient and calculation |
第7週 |
11/04 |
L7 Subgradient method |
第8週 |
11/11 |
L8 Directional Derivative and Proximal Point Method |
第9週 |
11/18 |
L9 The convergence of Proximal point method and the Moreau Envelope |
第10週 |
11/25 |
L10 Proximal mapping calculation and proximal gradient method |
第11週 |
12/02 |
L11 Lagrangian approach for constrained optimization |
第12週 |
12/09 |
L12 Variational Inequality and SVC |
第13週 |
12/16 |
L13 From penalty method and Lagrangian method to the method of multipliers |
第14週 |
12/23 |
L14 Method of Multipliers (II) and Block coordinate descent |
第15週 |
12/30 |
L15 Admm for distributed computation |
第16週 |
1/06 |
L16 PALM for non-convex and non-smooth optimization |
第17週 |
01/13 |
L17 ADMM for non-convex and non-smooth functions |