Special Issue: Mathematical Foundations in Deep Learning

Guest Editor

Prof. Danilo Pelusi
Faculty of Communication Sciences, University of Teramo, Coste Sant', Agostino Campus, Teramo, Italy
Email: dpelusi@unite.it

Manuscript Topics

Nowadays, a huge amount of training data comes from powerful computers. On the other hand, the computational power of machines is increased over the years. The training data are used for training neural networks through suitable training algorithms. Thus, suitable Deep Learning based approaches are developed to solve specific problems. However, the related literature is still based on empirical approaches. Moreover, a sound theoretical foundation is largely missing. The aim of this special issue is to enhance the research on deep learning by using a strict mathematical formalism to explain the methods for solving mathematical and/or optimization problems.


This special issue serves as a forum for facilitating and enhancing information sharing among researchers, about the analysis of Mathematical Foundation on Deep Learning and its development for solving specific problems.


Topics:
Researchers are invited to submit their original and unpublished research work in the following (but not limited to) areas:
• Linear Algebra for Machine Learning
• Multivariate Calculus for Machine Learning
• Probability for Machine Learning
• Statistics for Machine Learning
• Convolutional Networks
• Auto Encoders
• Deep Belief Networks
• Recurrent Neural Networks
• Long Short Term Memory
• Deep and restricted Boltzmann Machines
• Deep Reinforcement Learning
• New machine learning algorithms
• New optimization techniques
• Distributed machine learning systems and architectures
• New applications on real-time/big data analytics
• Intelligent applications
• Quantum machine learning
• Data and code integration


Instructions for authors
https://www.aimspress.com/mbe/news/solo-detail/instructionsforauthors
Please submit your manuscript to online submission system
https://aimspress.jams.pub/

Paper Submission

All manuscripts will be peer-reviewed before their acceptance for publication. The deadline for manuscript submission is 30 December 2022

Published Papers(13)

Research article
Audio-visual multi-modality driven hybrid feature learning model for crowd analysis and classification
H. Y. Swathi G. Shivakumar
2023, Volume 20, Issue 7: 12529-12561. doi: 10.3934/mbe.2023558
Abstract HTML PDF Cited (1) Viewed (12723)
Research article
Restored texture segmentation using Markov random fields
Sanjaykumar Kinge B. Sheela Rani Mukul Sutaone
2023, Volume 20, Issue 6: 10063-10089. doi: 10.3934/mbe.2023442
Abstract HTML PDF Cited (1) Viewed (2127)
Research article
Brain image fusion-based tumour detection using grey level co-occurrence matrix Tamura feature extraction with backpropagation network classification
R. Bhavani K. Vasanth
2023, Volume 20, Issue 5: 8727-8744. doi: 10.3934/mbe.2023383
Abstract HTML PDF Cited (7) Viewed (2464)
Research article
Multi-stage hybrid evolutionary algorithm for multiobjective distributed fuzzy flow-shop scheduling problem
Wenqiang Zhang Xiaoxiao Zhang Xinchang Hao Mitsuo Gen Guohui Zhang Weidong Yang
2023, Volume 20, Issue 3: 4838-4864. doi: 10.3934/mbe.2023224
Abstract HTML PDF Cited (3) Viewed (2383)
Research article
An optimistic firefly algorithm-based deep learning approach for sentiment analysis of COVID-19 tweets
H. Swapnarekha Janmenjoy Nayak H. S. Behera Pandit Byomakesha Dash Danilo Pelusi
2023, Volume 20, Issue 2: 2382-2407. doi: 10.3934/mbe.2023112
Abstract HTML PDF Cited (4) Viewed (3036)
Research article
A robust and high-precision edge segmentation and refinement method for high-resolution images
Qiming Li Chengcheng Chen
2023, Volume 20, Issue 1: 1058-1082. doi: 10.3934/mbe.2023049
Abstract HTML PDF Cited (2) Viewed (2993)
Research article
Face emotion recognition based on infrared thermal imagery by applying machine learning and parallelism
Basem Assiri Mohammad Alamgir Hossain
2023, Volume 20, Issue 1: 913-929. doi: 10.3934/mbe.2023042
Abstract HTML PDF Cited (21) Viewed (3596)
Research article
Large-pose facial makeup transfer based on generative adversarial network combined face alignment and face parsing
Qiming Li Tongyue Tu
2023, Volume 20, Issue 1: 737-757. doi: 10.3934/mbe.2023034
Abstract HTML PDF Cited (3) Viewed (3120)
Research article
A model for analyzing evolutions of neurons by using EEG waves
Massimo Fioranelli O. Eze Aru Maria Grazia Roccia Aroonkumar Beesham Dana Flavin
2022, Volume 19, Issue 12: 12936-12949. doi: 10.3934/mbe.2022604
Abstract HTML PDF Viewed (2118)
Research article
Biomedical image retrieval using adaptive neuro-fuzzy optimized classifier system
Janarthanan R Eshrag A. Refaee Selvakumar K Mohammad Alamgir Hossain Rajkumar Soundrapandiyan Marimuthu Karuppiah
2022, Volume 19, Issue 8: 8132-8151. doi: 10.3934/mbe.2022380
Abstract HTML PDF Cited (15) Viewed (2633)
Research article
Mathematical foundations based statistical modeling of software source code for software system evolution
Raghavendra Rao Althar Abdulrahman Alahmadi Debabrata Samanta Mohammad Zubair Khan Ahmed H. Alahmadi
2022, Volume 19, Issue 4: 3701-3719. doi: 10.3934/mbe.2022170
Abstract HTML PDF Cited (3) Viewed (3431)
Research article
Multistage classification of oral histopathological images using improved residual network
Santisudha Panigrahi Ruchi Bhuyan Kundan Kumar Janmenjoy Nayak Tripti Swarnkar
2022, Volume 19, Issue 2: 1909-1925. doi: 10.3934/mbe.2022090
Abstract HTML PDF Cited (10) Viewed (4554)
Research article
A novel ensemble based recommendation approach using network based analysis for identification of effective drugs for Tuberculosis
Rishin Haldar Swathi Jamjala Narayanan
2022, Volume 19, Issue 1: 873-891. doi: 10.3934/mbe.2022040
Abstract HTML PDF Cited (2) Viewed (2833)