Generalized generation gap algorithm with parent centric crossover is compared with Rosenbrock’s optimization algorithm. Both algorithms were already presented at the BBOB 2009 workshop where they often showed similar performance. This paper compares them in more detail and adds to the understanding of their key features and differences. Categories and Subject Descriptors