Table 7.
The details of the cited references in feature selection
| Ref. | Optimization algorithm | Application | Convergence | Complexity | Scalability |
|---|---|---|---|---|---|
| Zheng et al. (2017) | PSO & GSA | Wind Speed Forecasting | Fast | High | Low |
| Niu et al. (2018) | BA | 0-1 KP & Wind Speed Forecasting | Low | Medium | High |
| Zhang et al. (2017) | BSA | Wind Speed Forecasting | Low | Low | Low |
| Wang et al. (2019a) | MO GWO | Wind Power Prediction | Fast | High | Low |
| Das et al. (2020) | NSGA-II & MOSOS | Liquefaction Sensitivity Prediction | Fast | High | Low |
| Jiménez et al. (2017) | ENORA | Online Sales Prediction | Fast | Medium | High |
| Mohanty et al. (2017) | NSGA-II | Pull-Out Capacity Prediction | Medium | Low | Low |
| Mistry et al. (2016) | mGA & PSO | Facial Emotion Recognition | Fast | Medium | Medium |
| Hassan and Mohammed (2020) | Binary CSO | Facial Emotion Recognition | Medium | Medium | Low |
| Mlakar et al. (2017) | MO DE | Facial Emotion Recognition | Medium | Medium | Low |
| Karthiga and Mangai (2019) | MO GA | Facial Emotion Recognition | Medium | Medium | Medium |
| Chantar et al. (2020) | Binary GWO | Text Classification | Low | Medium | Medium |
| Thiyagarajan and Shanthi (2019) | MO AFSA | Text Classification | Medium | Medium | High |
| Labani et al. (2020) | MO GA | Text Classification | Low | Low | High |
| Ghamisi et al. (2014) | FODPSO | Hyperspectral Imagery | Fast | High | Low |
| Zhang et al. (2007) | CSA | Hyperspectral Imagery | Fast | High | High |
| Shukla and Nanda (2018) | Binary SSO | Hyperspectral Imagery | Low | Medium | Low |
| Rashno et al. (2017) | ACO | Image Segmentation | Low | Medium | Low |
| Alshamlan (2018) | ABC | Gene Selection | Medium | Low | High |
| Pashaei et al. (2019) | Binary BHA & BPSO | Gene Selection | Fast | High | High |
| Han et al. (2017) | Binary PSO | Gene Selection | Medium | Low | High |
| Xiong et al. (2019) | Binary PSO | Gene Selection | Fast | Low | Low |
| Tran et al. (2018) | PSO | Gene Selection | Medium | Low | High |
| Wang et al. (2020b) | MO PSO | Gene Selection | Low | High | High |
| Chuang et al. (2013) | Binary PSO | Operon Prediction | Fast | High | Medium |
| Baraldi et al. (2016) | Binary DE | Fault Diagnosis | Medium | Medium | High |
| Van and Kang (2015) | PSO | Fault Diagnosis | Fast | Low | Low |
| Baraldi et al. (2018) | MO Binary DE | Fault Diagnosis | Fast | Medium | Medium |
| Peimankar et al. (2017) | MOPSO | Fault Diagnosis | Low | High | Medium |
| Raman et al. (2017) | GA | IDS | Fast | High | High |
| Wazirali (2021) | PSO & Binary PSO | IDS | Fast | High | Low |
| Zhu et al. (2017) | NSGA-III | IDS | Fast | Medium | High |
| Zhang and Xie (2020) | Many-Objective EA | Network Anomaly | High | High | High |