Summary of recent and state-of-the-art optimization algorithms. حسب Mahmood A. Jumaah (22272371)

Flowchart of improved FOX optimization algorithm. حسب Mahmood A. Jumaah (22272371)

"…These findings highlight the significant potential of IFOX for solving diverse optimization problems, establishing it as a competitive and effective optimization algorithm.…"

Several loop patterns found in binary code. حسب Alba Pedro-Zapater (8600382)

Flowchart of a single epoch in the FOX optimization algorithm [10]. حسب Mahmood A. Jumaah (22272371)

Adaptive exploration and exploitation method of Improved FOX optimization algorithm. حسب Mahmood A. Jumaah (22272371)

Proposed Algorithm. حسب Hend Bayoumi (22693738)

"…Hence, an Energy-Harvesting Reinforcement Learning-based Offloading Decision Algorithm (EHRL) is proposed. …"

Comparisons between ADAM and NADAM optimizers. حسب Hend Bayoumi (22693738)

"…Hence, an Energy-Harvesting Reinforcement Learning-based Offloading Decision Algorithm (EHRL) is proposed. …"

General procedural flow of clustering algorithm. حسب Sandeep Yerrathi (17775761)

"…A nature-inspired meta-heuristic algorithm titled African Vulture Optimization Based Clustering Algorithm (AVOCA) is implemented to achieve it. …"

Wilcoxon signed-rank test results comparing IFOX with other optimization algorithms across CL, C17, C19, C21, C22, and RWPs. حسب Mahmood A. Jumaah (22272371)

The Pseudo-Code of the IRBMO Algorithm. حسب Chenyi Zhu (9383370)

"…In order to comprehensively verify the performance of IRBMO, this paper designs a series of experiments to compare it with nine mainstream binary optimization algorithms. The experiments are based on 12 medical datasets, and the results show that IRBMO achieves optimal overall performance in key metrics such as fitness value, classification accuracy and specificity. …"

Trainable parameters for different algorithms. حسب Anwar Hossain Efat (19942283)

Friedman test average rankings of IFOX and competing optimization algorithms across CL, C17, C19, C21, C22, and RWPs. The “Position” column indicates the overall rank based on the... حسب Mahmood A. Jumaah (22272371)

Average Friedman test ranks (left) and pairwise average Wilcoxon signed-rank test p-values (right) for all compared optimization algorithms across CL, C17, C19, C21, C22, and RWPs. حسب Mahmood A. Jumaah (22272371)

Optimal cluster head approach. حسب Sandeep Yerrathi (17775761)

"…A nature-inspired meta-heuristic algorithm titled African Vulture Optimization Based Clustering Algorithm (AVOCA) is implemented to achieve it. …"

Optimal cluster formation approach. حسب Sandeep Yerrathi (17775761)

"…A nature-inspired meta-heuristic algorithm titled African Vulture Optimization Based Clustering Algorithm (AVOCA) is implemented to achieve it. …"

Convergence curves on the functions C19F2, C19F3, C19F5, C19F6, C19F10, C21F2, C21F3, C21F9, and C21F10. حسب Mahmood A. Jumaah (22272371)

General parameters setting. حسب Mahmood A. Jumaah (22272371)

"…These findings highlight the significant potential of IFOX for solving diverse optimization problems, establishing it as a competitive and effective optimization algorithm.…"

Convergence curves on the functions C17F5, C17F7, C17F8, C17F9, C17F11, C17F19, C17F20, C17F22, and C17F27. حسب Mahmood A. Jumaah (22272371)

Raw results. حسب Mahmood A. Jumaah (22272371)

Scalability of the proposed IFOX on C17F8 with the following metrics: Runtime (seconds), Memory usage (MB), and Relative error across problem dimensions (10, 30, 50, 100) and epoch... حسب Mahmood A. Jumaah (22272371)