Non-convex. Why isn't CVX accepting my model? READ THIS FIRST!
Edit: I find your post to be unclear. If C is a symmetric square 12 by 12 matrix, you can impose the constraint lambda_min(C) >= small_number to enforce that C be full rank (12). However, I am guessing this is not your situation.