在constrOptim中设置约束

时间:2013-05-02 18:33:00

标签: r

是否有一种简单的方法可以为constrOptim函数中的以下约束设置theta,ui,ci?

c1<x1<=c2
x1+1<x2<=c2+1
x2+1<x3<=c2+2
x3+1<x4<=c2+3

我考虑过使用单纯形,但只需要3个约束。

由于

1 个答案:

答案 0 :(得分:18)

只需以所需格式重写约束ui %*% theta >= ci

# Initial formulation of the constraints
c1   <= x1
        x1 <= c2
x1+1 <= x2
        x2 <= c2+1
x2+1 <= x3
        x3 <= c2+2
x3+1 <= x4
        x4 <= c2+3

# Rewrite them
  x1                >= c1
- x1                >= -c2
- x1 + x2           >= 1
     - x2           >= -c2 - 1
     - x2 + x3      >= 1
          - x3      >= -c2 - 2
          - x3 + x4 >= 1
               - x4 >= -c2 - 3

# In matrix form
ui <- matrix(c(
    1,  0,  0,  0,
   -1,  0,  0,  0,
   -1,  1,  0,  0,
    0, -1,  0,  0,
    0, -1,  1,  0,
    0,  0, -1,  0,
    0,  0, -1,  1,
    0,  0,  0, -1 
  ),
  ncol  = 4,
  byrow = TRUE
)
ci <- c( c1, -c2, 1, -c2-1, 1, -c2-2, 1, -c2-3 )