Advances in nature-inspired metaheuristic optimization for feature selection problem: A comprehensive survey

Feature Selection Problem and Metaheuristics: A Systematic Literature Review about Its Formulation, Evaluation and Applications

“…Benchmark Real-Word Paper Year Function Metrics Techniques Classifier Application Application [4] 2023 ✓ ✓ ✓ [5] 2023 ✓ [6] 2023 ✓ ✓ ✓ ✓ [7] 2023 ✓ ✓ ✓ ✓ ✓ [8] 2022 ✓ [9] 2022…”

“…On the other hand, the metaheuristics used to solve the problem are the common aspects studied in the mentioned reviews. The authors address the binarization of metaheuristics in [4][5][6]10]. For example, in [5], the authors detail whether the metaheuristics were binarized or modified with chaotic maps.…”

“…For example, in [5], the authors detail whether the metaheuristics were binarized or modified with chaotic maps. In addition, different classifications based on behavior, hybridization, the main modifications carried out, and real-world applications, among others, are presented in [4][5][6]8,9,11,13]. Also, in investigations such as [3,[7][8][9]12,13], the authors indicate the contribution made by the metaheuristic to the field of feature selection.…”

“…Given the extensive number of investigations on the topic, many methods for solving the problem have emerged. Following the extensive related literature [3][4][5][6][7][8][9][10][11][12][13][14], the solution methods for the feature selection problem can be classified as shown below:…”

A Comprehensive Review of Bio-Inspired Optimization Algorithms Including Applications in Microelectronics and Nanophotonics

“…They encompass various branches of engineering, including mechanical engineering (automotive [ 20 , 21 ], aerospace [ 22 ], fluid dynamics [ 23 ], thermal engineering [ 24 ], automation [ 25 ], robotics [ 26 ], mechatronics [ 27 ], MEMS [ 28 , 29 ], etc. ), electrical engineering [ 30 ] (including power engineering [ 31 ], electronics [ 32 ], microelectronics [ 33 ] and nanoelectronics [ 33 ], control engineering [ 34 ], renewable energy [ 35 ], biomedical engineering [ 36 ], telecommunications [ 36 ], signal processing [ 37 ]), geometrical optics [ 38 ], photonics [ 39 ], nanophotonics and nanoplasmonics [ 40 ], image processing [ 41 ] including pattern recognition [ 42 ], computing [ 30 ], [ 43 ], networking (computer networks [ 44 ] including Internet and Intranet [ 45 ], social networks [ 46 ], networks on a chip [ 47 ], optical networks [ 48 ], cellular (mobile) networks [ 49 ], wireless sensor networks [ 50 ], Internet of things [ 51 ], etc. ), data clustering and mining [ 52 ], civil engineering [ 53 , 54 ], architectural design [ 55 ], urban engineering [ 56 ], smart cities [ 57 ], traffic control and engineering [ 58 ], biomedicine and healthcare […”