SNNTool: A software tool for sampling neural networks algorithms implementation

Abstract

SNNTool is an efficient utility designed for researchers and developers, providing methods for building, training, and applying various Sampling Neural Networks (SNNs). SNN is a novel neural network with high accuracy, fast convergence, low computational burden, and reliability. SNN extends the diversification of neural networks and their methods, opens up new ideas in neural network bionic research, and provides new application directions. SNNTool provides a simple and user-friendly programming interface and flexible control ability for the structure and parameters of SNNs models. SNNTool brings a positive impetus to SNN-related research work and provides assistance in simplifying and improving SNNs models. The experimental results demonstrated the effectiveness of the models and tools.

Keywords

• SNN
• CSNN
• RSNN
• SNN-ED
• Periodic extension