Two comprehensive performance metrics for overcoming the deficiencies of IGD and HV
Liping Wang, Lin Zhang, Yu Gang Ren, Qicang Qiu, Feiyue Qiu · Proceedings of the Genetic and Evolutionary Computation Conference Companion · 2021
To overcome some deficiencies of inverted generational distance (IGD) and hypervolume (HV), two comprehensive metrics are proposed in this paper, the hypercube distance (HCD), a metric based on hypercubes, and the angle-based distance (AD) for calculating the cosine values of the angles between solutions, both proposed metrics don't need Pareto Front information and have low computational complexity.