Fractional-order gradient approach for optimizing neural networks: A theoretical and empirical analysis

Keyphrases

• Neural Network 100%
• Gradient Approach 100%
• Fractional Gradient 100%
• Fractional Gradient Descent 100%
• Fractional Order 50%
• Fast Convergence 50%
• Convergence Analysis 50%
• Neural Network Training 50%
• Hybrid Algorithm 50%
• Learnability 50%
• Fractional Derivative 50%
• Classification Datasets 50%
• Optimal Order 50%
• Caputo Derivative 50%
• Gradual Adaptation 50%
• Metaheuristic Optimizers 50%
• Neural Network Backpropagation 50%
• Memory Property 50%
• Theoretical Convergence Analysis 50%
• Gradient Backpropagation 50%
• Accurate Results 50%
• Control Adaptation 50%

Computer Science

• Neural Network 100%
• Mathematical Convergence 66%
• Gradient Descent 66%
• back-propagation neural network 33%
• Hybrid Algorithm 33%
• Fast Convergence 33%
• Metaheuristics 33%

Mathematics

• Fractional Order 100%
• Neural Network 100%
• Convergence Analysis 50%
• Caputo Derivative 25%
• Adaptability 25%
• Memory Property 25%