NSGA-II
Theoretical Analyses of the Non-Dominated Sorting Genetic Algorithm II (NSGA-II).
Mine
A First Mathematical Runtime Analysis of the Non-Dominated Sorting Genetic Algorithm II (NSGA-II)
- Joint work with Yufei Liu and Prof. Benjamin Doerr. AAAI 2022.
- This work conducts the first runtime analysis of NSGA-II.
Better Approximation Guarantees for the NSGA-II by Using the Current Crowding Distance
- Joint work with Prof. Benjamin Doerr. GECCO 2022.
- This work talks about the theoretical approximation ability of the NSGA-II. It discovers the drawback of calculating the crowding distance for the NSGA-II and proposes a variant that has better theoretical approximation ability.
Others
- Chao Bian and Chao Qian (Nanjing University).
A First Runtime Analysis of the NSGA-II on a Multimodal Problem
- Benjamin Doerr and Zhongdi Qu.