SNNTool: A software tool for sampling neural networks algorithms implementation
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 dive...
| Main Authors: | , |
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| Format: | Article |
| Language: | English |
| Published: |
Elsevier
2023-12-01
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| Series: | SoftwareX |
| Subjects: | |
| Online Access: | http://www.sciencedirect.com/science/article/pii/S2352711023002704 |
| _version_ | 1797389451170676736 |
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| author | Lingyan Wu Gang Cai |
| author_facet | Lingyan Wu Gang Cai |
| author_sort | Lingyan Wu |
| collection | DOAJ |
| description | 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. |
| first_indexed | 2024-03-08T22:56:10Z |
| format | Article |
| id | doaj.art-06abe3c75069433f97925c4b0b14b9fc |
| institution | Directory Open Access Journal |
| issn | 2352-7110 |
| language | English |
| last_indexed | 2024-03-08T22:56:10Z |
| publishDate | 2023-12-01 |
| publisher | Elsevier |
| record_format | Article |
| series | SoftwareX |
| spelling | doaj.art-06abe3c75069433f97925c4b0b14b9fc2023-12-16T06:08:14ZengElsevierSoftwareX2352-71102023-12-0124101574SNNTool: A software tool for sampling neural networks algorithms implementationLingyan Wu0Gang Cai1Gannan University of Science and Technology, Ganzhou 341000, China; Corresponding author.Science and Technology College Gannan Normal University, Ganzhou 341000, ChinaSNNTool 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.http://www.sciencedirect.com/science/article/pii/S2352711023002704SNNCSNNRSNNSNN-EDPeriodic extension |
| spellingShingle | Lingyan Wu Gang Cai SNNTool: A software tool for sampling neural networks algorithms implementation SoftwareX SNN CSNN RSNN SNN-ED Periodic extension |
| title | SNNTool: A software tool for sampling neural networks algorithms implementation |
| title_full | SNNTool: A software tool for sampling neural networks algorithms implementation |
| title_fullStr | SNNTool: A software tool for sampling neural networks algorithms implementation |
| title_full_unstemmed | SNNTool: A software tool for sampling neural networks algorithms implementation |
| title_short | SNNTool: A software tool for sampling neural networks algorithms implementation |
| title_sort | snntool a software tool for sampling neural networks algorithms implementation |
| topic | SNN CSNN RSNN SNN-ED Periodic extension |
| url | http://www.sciencedirect.com/science/article/pii/S2352711023002704 |
| work_keys_str_mv | AT lingyanwu snntoolasoftwaretoolforsamplingneuralnetworksalgorithmsimplementation AT gangcai snntoolasoftwaretoolforsamplingneuralnetworksalgorithmsimplementation |