Implement LIPO solver

[pnevyk]

A first version that somehow works. But there still things to improve, mainly estimating tighter lower bound per dimension and improving the local optimization with some more advanced algorithm.

Resources:

• https://arxiv.org/abs/1703.02628
• http://blog.dlib.net/2017/12/a-global-optimization-algorithm-worth.html