posted by organizer: matencia || 2029 views || tracked by 2 users: [display]

NumANN 2023 : New Trends in Numerics and Dynamics of Artificial Neural Networks: Theory and Applications

FacebookTwitterLinkedInGoogle

Link: https://www.mdpi.com/journal/mathematics/special_issues/Numerical_Analysis_Artificial_Neural_Networks
 
When N/A
Where N/A
Submission Deadline Dec 31, 2023
Categories    neural networks   numerical analysis   dynamical systems
 

Call For Papers

Numerical analysis is one of the pillars, computer algebra being the other, of all computational algorithms. Accurate results of machine learning algorithms for classification, regression, and prediction are supported by theoretical features of numerical methods. The list of examples is overwhelming: principal component analysis based upon numerical linear algebra; optimization with Hopfield networks stemming from concepts rooted in dynamical systems; backpropagation that requires numerical optimizers; etc. On the other hand, research on computational intelligence techniques has led to advances in many numerical methods, with stochastic gradient descent being primus inter pares.

In this Special Issue, we aim at fostering the synergy between these two fields, by encouraging the analysis and design of numerical methods for, in, and from machine learning algorithms. We welcome contributions that highlight satisfactory learning results as soundly based on numerical foundations, as well as ground-breaking numerical methods that provide the basis for efficient practical algorithms, at least at the proof-of-concept stage.

The scope of the issue is deliberately broad, including but not limited to numerical techniques from linear algebra, dynamical systems, kernel methods, optimization, spectral methods, and stochastic formulations, as well as algorithms within neural networks, support vector machines, recurrent networks, and clustering methods.

Mathematics is a ISI-indexed (Q1, IF=1.747) journal.

Miguel Atencia
Daniela Danciu
Guest Editors

Related Resources

MECE 2024   8th International Conference on Trends in Mechanical Engineering
ICMLA 2024   23rd International Conference on Machine Learning and Applications
ICONIP 2024   31st International Conference on Neural Information Processing
IOTCB 2024   3rd International Conference on IOT, Cloud and Big Data
ESANN 2024   32nd European Symposium on Artificial Neural Networks, Computational Intelligence and Machine Learning
NYC-2024-NN 2024   New York Annual Conference on Neural Networks 2024
CVPR&ML 2024   CFP - Special Issue New Trends in Computer Vision, Pattern Recognition and Machine Learning
ACIJ 2024   Advanced Computing: An International Journal
NYC-2024-DL 2024   New York Annual Conference on Deep Learning 2024
EPSEE 2024   2024 3rd International Conference on Advanced Electric Power System and Energy Engineering (EPSEE 2024)