This is a repository that collects various data-driven evolutionary algorithms (DDEA).
Model | Paper | Original Repository |
---|---|---|
DDEA-SE | Offline data-driven evolutionary optimization using selective surrogate ensembles | HandingWang/DDEA-SE |
CALSAPSO | Committee-based Active Learning for Surrogate-Assisted Particle Swarm Optimization of Expensive Problems | HandingWang/CALSAPSO |
MGPSLPSO | Multiobjective Infill Criterion Driven Gaussian Process-Assisted Particle Swarm Optimization of High-Dimensional Expensive Problems | Jetina/MGPSLPSO |
SRK-DDEA | Ranking for Offline Data-Driven Evolutionary Optimization Using Radial Basis Function Networks with Multiple Kernels | Mikasa210/SRK-DDEA |
CA-LLSO | A Classifier-Assisted Level-Based Learning Swarm Optimizer for Expensive Optimization | CarrieWei/CA-LLSO_Code |
TT-DDEA | Offine Data-Driven Evolutionary Optimization Based on Tri-Training, Swarm and Evolutionary Computation | Mikasa210/TT-DDEA |
RF-CMOCO | A Random Forest-Assisted Evolutionary Algorithm for Data-Driven Constrained Multiobjective Combinatorial Optimization of Trauma Systems | HandingWang/RF-CMOCO |
K-RVEA | A surrogate-assisted reference vector guided evolutionary algorithm for computationally expensive many-objective optimization | tichugh/K-RVEA |
HK-RVEA | Surrogate-assisted evolutionary biobjective optimization for objectives with non-uniform latencies | tichugh/HK-RVEA |
TSA-BFEA | Transfer stacking from low-to high-fidelity: A surrogate-assisted bi-fidelity evolutionary algorithm | HandingWang/TSA-BFEA |