I'm trying to solve an instance of the weighted vertex cover problem using R for homework and I can't seem to get it right. I'm using the ROI
package (could just as well use linprog
).
The instance looks like this:
Edges:
A-B, A-C, A-G,
B-C, B-D, B-E, B-G,
C-E, C-F,
D-F,
E-G,
F-H, F-I,
G-H
Weights:
A - 10,
B - 7,
C - 4,
D - 7,
E - 12,
F - 25,
G - 27,
H - 3,
I - 9
My code is:
# a b c d e f g h i
constraints <- L_constraint(matrix(c(1, 1, 0, 0, 0, 0, 0, 0, 0, # a b
1, 0, 1, 0, 0, 0, 0, 0, 0, # a c
1, 0, 0, 0, 0, 0, 1, 0, 0, # a g
0, 1, 1, 0, 0, 0, 0, 0, 0, # b c
0, 1, 0, 1, 0, 0, 0, 0, 0, # b d
0, 1, 0, 0, 1, 0, 0, 0, 0, # b e
0, 1, 0, 0, 0, 0, 1, 0, 0, # b g
0, 0, 1, 0, 1, 0, 0, 0, 0, # c e
0, 0, 1, 0, 0, 1, 0, 0, 0, # c f
0, 0, 0, 1, 0, 1, 0, 0, 0, # d f
0, 0, 0, 0, 1, 0, 1, 0, 0, # e g
0, 0, 0, 0, 0, 1, 0, 1, 0, # f h
0, 0, 0, 0, 0, 1, 0, 0, 1, # f i
0, 0, 0, 0, 0, 0, 1, 1, 0, # g h
# end of u + v >= 1
1, 0, 0, 0, 0, 0, 0, 0, 0,
0, 1, 0, 0, 0, 0, 0, 0, 0,
0, 0, 1, 0, 0, 0, 0, 0, 0,
0, 0, 0, 1, 0, 0, 0, 0, 0,
0, 0, 0, 0, 1, 0, 0, 0, 0,
0, 0, 0, 0, 0, 1, 0, 0, 0,
0, 0, 0, 0, 0, 0, 1, 0, 0,
0, 0, 0, 0, 0, 0, 0, 1, 0,
0, 0, 0, 0, 0, 0, 0, 0, 1,
# end of u >= 0
1, 0, 0, 0, 0, 0, 0, 0, 0,
0, 1, 0, 0, 0, 0, 0, 0, 0,
0, 0, 1, 0, 0, 0, 0, 0, 0,
0, 0, 0, 1, 0, 0, 0, 0, 0,
0, 0, 0, 0, 1, 0, 0, 0, 0,
0, 0, 0, 0, 0, 1, 0, 0, 0,
0, 0, 0, 0, 0, 0, 1, 0, 0,
0, 0, 0, 0, 0, 0, 0, 1, 0,
0, 0, 0, 0, 0, 0, 0, 0, 1),
# end of u <= 1
ncol = 9), # matrix
dir = c(rep(">=", 14+9), rep("<=", 9)),
rhs = c(rep(1, 14), rep(0, 9), rep(1, 9))) # L_constraint
objective <- L_objective(c(10, 7, 4, 7, 12, 25, 27, 3, 9))
problem <- OP(objective, constraints, rep("C", 9),
maximum = FALSE)
solution <- ROI_solve(problem, solver = "glpk")
The result is No solution found.
I don't know what I'm doing wrong, but it may just as well be something obvious. Can't get my head around it -- a solution should always exist, even if it takes all the vertices (i. e. all variables are >= 0.5).
If it matters, I'm on Arch Linux running R from the repositories (ver. 2.14) and installed the packages via install.packages("...")
.
Thanks!
Okay, solved it. The problem was that I didn't add
byrows = TRUE
to the matrix definition. In addition I changedncol = 9
intonrow = ...
. Apparently thematrix()
function did not work as I expected.