This is a repository that collects various data-driven evolutionary algorithms (DDEA).
| Model | Paper | Original Repository |
|---|---|---|
| BiS-SAHA | A bi-stage surrogate assisted hybrid algorithm for expensive optimization problems | IIS-tyust/BiS-SAHA |
| CALSAPSO | Committee-based Active Learning for Surrogate-Assisted Particle Swarm Optimization of Expensive Problems | HandingWang/CALSAPSO |
| CA-LLSO | A Classifier-Assisted Level-Based Learning Swarm Optimizer for Expensive Optimization | CarrieWei/CA-LLSO_Code |
| CCJADE | Investigating surrogate-assisted cooperative coevolution for large-Scale global optimization | lsgo-metaheuristics/saccde |
| CSEA | A Classification-Based Surrogate-Assisted Evolutionary Algorithm for Expensive Many-Objective Optimization | Cheng He/CSEA |
| DDEA-SE | Offline data-driven evolutionary optimization using selective surrogate ensembles | HandingWang/DDEA-SE |
| DESO | Data-driven evolutionary sampling optimization for expensive problems | zhenhuixiang/DESO code.zip |
| ESA | Evolutionary Sampling Agent for Expensive Problems | zhenhuixiang/EAS code.zip |
| ESCO | An Ensemble Surrogate-Based Coevolutionary Algorithm for Solving Large-Scale Expensive Optimization Problems | Xunfeng-Wu/ESCO |
| ESF-EMOO | A Ensemble Surrogate-based Framework for Expensive Multiobjective Optimization Problems | Xunfeng-Wu/ESF-EMOO/ |
| GORS-SSLPSO | A generation-based optimal restart strategy for surrogate-assisted social learning particle swarm optimization | yuhaibo2017/GORS-SSLPSO_code |
| HK-RVEA | Surrogate-assisted evolutionary biobjective optimization for objectives with non-uniform latencies | tichugh/HK-RVEA |
| IBEA-MS | Performance Indicator based Adaptive Model Selection for Offline Data-Driven Multi-Objective Evolutionary Optimization | HandingWangXDGroup/IBEA-MS |
| IKAEA | A Fast Kriging-Assisted Evolutionary Algorithm Based on Incremental Learning | zhandawei/Incremental_Kriging_Assisted_Evolutionary_Algorithm |
| K-RVEA | A surrogate-assisted reference vector guided evolutionary algorithm for computationally expensive many-objective optimization | tichugh/K-RVEA |
| MDR-SARA | Multi-Stage Dimension Reduction for Expensive Sparse Multi-Objective Optimization Problems | HandingWangXDGroup/MDR-SAEA |
| MGPSLPSO | Multiobjective Infill Criterion Driven Gaussian Process-Assisted Particle Swarm Optimization of High-Dimensional Expensive Problems | Jetina/MGPSLPSO |
| MS-DDEO | Offline data-driven evolutionary optimization based on model selection | zhenhuixiang/MS-DDEO code.zip |
| MS-MOEA | An Adaptive Model Switch-based Surrogate-Assisted Evolutionary Algorithm for Noisy Expensive Multi-Objective Optimization | HandingWangXDGroup/MS-MOEA |
| MS-MTO | Multi-surrogate multi-tasking optimization of expensive problems | IIS-tyust/MS-MTO |
| PBF | A Framework for Expensive Many-Objective Optimization with Pareto-based Bi-indicator Infill Sampling Criterion | HandingWangXDGroup/PBF |
| RF-CMOCO | A Random Forest-Assisted Evolutionary Algorithm for Data-Driven Constrained Multiobjective Combinatorial Optimization of Trauma Systems | HandingWang/RF-CMOCO |
| SAEAPRG | A Surrogate-Assisted Evolutionary Feature Selection Algorithm for High-Dimensional Classification | HandingWangXDGroup/SAEAPRG |
| RF-CNS | A random forest assisted evolutionary algorithm using competitive neighborhood search for expensive constrained combinatorial optimization | HandingWangXDGroup/RF-CNS |
| SA-COSO | Surrogate-assisted cooperative swarm optimization of high-dimensional expensive problems. | IIS-tyust/SA-COSO |
| SAEA-RFS | A Surrogate-Assisted Evolutionary Algorithm with Random Feature Selection for Large-Scale Expensive Problems | IIS-tyust/SAEA-RFS |
| SAMSO | A Surrogate-Assisted Multi-Swarm Optimization Algorithm for High-Dimensional Computationally Expensive Problems | fanli525/SAMSO |
| SDH-Jaya | A surrogate-assisted Jaya algorithm based on optimal directional guidance and historical learning mechanism | zzzhhh-320/SDHJAYA |
| SHPSO | Surrogate-assisted hierarchical particle swarm optimization | yuhaibo2017/SHPSO_code |
| SRK-DDEA | Ranking for Offline Data-Driven Evolutionary Optimization Using Radial Basis Function Networks with Multiple Kernels | Mikasa210/SRK-DDEA |
| SSL-assisted-PSO | Semi-supervised learning assisted particle swarm optimization of computationally expensive problems | IIS-tyust/SSL-assisted-PSO |
| TLSAPSO | A two-layer surrogate-assisted particle swarm optimization algorithm | IIS-tyust/TLSAPSO |
| TL-SSLPSO | Implementation of Truncation-learning-driven surrogate assisted social learning particle swarm optimization for computationally expensive problem | yuhaibo2017/TL-SSLPSO |
| TSA-BFEA | Transfer stacking from low-to high-fidelity: A surrogate-assisted bi-fidelity evolutionary algorithm | HandingWang/TSA-BFEA |
| TS-DDEO | Two-Stage Data-Driven Evolutionary Optimization for High-Dimensional Expensive Problems | zhenhuixiang/TS-DDEO code.zip |
| TT-DDEA | Offine Data-Driven Evolutionary Optimization Based on Tri-Training, Swarm and Evolutionary Computation | Mikasa210/TT-DDEA |
| KTA2 | A Kriging-Assisted Two-Archive Evolutionary Algorithm for Expensive Many-Objective Optimization | HandingWangXDGroup/KTA2 |
| EAHVFA | A Surrogate-Assisted Evolutionary Algorithm with Hypervolume Triggered Fidelity Adjustment for Noisy Multiobjective Integer Programming | HandingWangXDGroup/EAHVFA |