I am trying to minimize a function of the following type:
f(x)=LogSumExp(Ax)+b'*x+||x||^2
Using CVX in MATLAB, CVX outputs "Status: Unbounded
Optimal value (cvx_optval): -Inf"
This is not reasonable given the fact it is a strongly convex function. Any idea why I get this and how to solve it?
For instance, to get this type of output, I run the simple example:
A= rand(10,10)
b=-10^4*ones(10,1)
cvx_begin
variable z(10)
minimize(log_sum_exp(A*z)+z'*z+b'*z)
subject to
z>=0
cvx_end