<> "The repository administrator has not yet configured an RDF license."^^ . <> . . . "Binary Multi-Objective Grey Wolf Optimizer for Feature Selection in Classification"^^ . "Feature selection or dimensionality reduction can be considered as a multi-objective minimization problem with two objectives: minimizing the number of features and minimizing the error rate simultaneously. Despite being a multi-objective problem, most existing approaches treat feature selection as a single-objective optimization problem. Recently, Multi-objective Grey Wolf optimizer (MOGWO) was proposed to solve multi-objective optimization problem. However, MOGWO was originally designed for continuous optimization problems and hence, it cannot be utilized directly to solve multi-objective feature selection problems which are inherently discrete in nature. Therefore, in this research, a binary version of MOGWO based on sigmoid transfer function called BMOGW-S is developed to optimize feature selection problems. A wrapper based Artificial Neural Network (ANN) is used to assess the classification performance of a subset of selected features. To validate the performance of the proposed method, 15 standard benchmark datasets from the UCI repository are employed. The proposed BMOGWO-S was compared with MOGWO with a tanh transfer function and Non-dominated Sorting Genetic Algorithm (NSGA-II) and Multi-objective Particle Swarm Optimization (MOPSO). The results showed that the proposed BMOGWO-S can effectively determine a set of non-dominated solutions. The proposed method outperforms the existing multi-objective approaches in most cases in terms of features reduction as well as classification error rate while benefiting from a lower computational cost. © 2013 IEEE."^^ . "2020" . . "8" . . "Institute of Electrical and Electronics Engineers Inc."^^ . . . "IEEE Access"^^ . . . "21693536" . . . . . . . . . . . . . . . . . . . . . . . . . "H.M."^^ . "Rais"^^ . "H.M. Rais"^^ . . "S."^^ . "Mirjalili"^^ . "S. Mirjalili"^^ . . "S.J."^^ . "Abdulkadir"^^ . "S.J. Abdulkadir"^^ . . "A."^^ . "Alqushaibi"^^ . "A. Alqushaibi"^^ . . "M.G."^^ . "Ragab"^^ . "M.G. Ragab"^^ . . "H."^^ . "Alhussian"^^ . "H. Alhussian"^^ . . "Q."^^ . "Al-Tashi"^^ . "Q. Al-Tashi"^^ . . . . . "HTML Summary of #13845 \n\nBinary Multi-Objective Grey Wolf Optimizer for Feature Selection in Classification\n\n" . "text/html" . .