Do beings have control where they get re-incarnated

I hear some people saying that after death souls often get re-born among close relatives. For example, your grand parent may be re-born as your child after death. Although I never believed in this in the past, due to some of the incidents that happened during last couple of years, I feel like there is some truth about this. Does Buddha give any explanations in this respect?