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 |
| CSEA | A Classification-Based Surrogate-Assisted Evolutionary Algorithm for Expensive Many-Objective Optimization | Cheng He/CSEA |