Deep Learning-based Intelligent Systems: Theories, Algorithms, and Applications (SI-dlis)
in Special Issue Posted on April 15, 2020Information for the Special Issue
Submission Deadline: | Fri 31 Jul 2020 |
Journal Impact Factor : | 2.663 |
Journal Name : | Computers & Electrical Engineering |
Journal Publisher: |
![]() |
Website for the Special Issue: | https://www.journals.elsevier.com/computers-and-electrical-engineering/call-for-papers/deep-learning-based |
Journal & Submission Website: | https://www.journals.elsevier.com/computers-and-electrical-engineering |
Special Issue Call for Papers:
Overview
Deep learning has become a topic of increasing interest for researchers, from both academia and Industry, during the past decade. Unlike traditional machine learning methods, deep learning algorithms show the ability to learn and model very large-scale data sets. Deep learning techniques have achieved great success in different tasks in computer vision, natural language processing, robotics, and other areas. Recent years have witnessed a great development of the deep learning theory and various applications in the general field of artificial intelligence, including neural network structure, optimization, data representation, and deep reinforcement learning. Some extensions to the deep learning networks, e.g., attention mechanism, adversarial generative networks, and deep Q-network, were also developed, and remarkable achievements and successes have been achieved.
Although deep learning has been well studied in recent years, there exist many challenges to apply deep learning techniques in intelligent systems. First, deep learning approaches require a huge and diverse amount of data as input to models, and have a large number of parameters for training. Second, the training of deep models is easy to fall into over-fitting problems, and the transfer learning of deep models to other fields is also challenging. Besides, since deep learning models have transparency or black-box issues, it is hard to understand how a given system makes a decision, which, however, is important in some domains such as financial trading or medical diagnosis.
Topics
This special section solicits high-quality papers reporting on deep learning-based intelligent systems, with the goals of highlighting new achievements and developments as well as feature outstanding open issues and promising new directions on theories, algorithms, and applications. Particularly, the principal technical areas could be:
- Knowledge representation, storage, and processing
- Optimization and decision-making
- Learning-based reasoning techniques
- Planning and scheduling
- Cross-modal learning
- Exploring new models and datasets
- Transfer learning
- Deep reinforcement learning
- Attention mechanism
- Adversarial learning
- Multi-modal fusion and knowledge discovery
- Intelligent transportation
Submission Guidelines:
Unpublished manuscripts, or extended versions of papers presented at related conferences, are welcome. Submissions must not be currently under review for publication elsewhere. Conference papers may be submitted only if they are completely re-written or substantially extended (more than 50%), and must be referenced. All submitted papers will be peer-reviewed using the normal standards of the Journal. By submitting a paper to this issue, the authors agree to referee one paper (if asked) within the time frame of the special section.
Before submission, authors should carefully read the Guide for Authors available at
https://www.journals.elsevier.com/computers-and-electrical-engineering
Authors should submit their papers through the journal’s web submission tool at evise.com/profile/#/COMPELECENG/login by selecting “SI-dlis” from the “Issues” pull-down menu during the submission process. For additional questions, contact the Main Guest Editor.
Schedule:
- Submission of manuscript: July 31, 2020
- First notification: August 30, 2020
- Submission of revised manuscript: September 30, 2020
- Notification of the re-review: October 20, 2020
- Final notification: October 31, 2020
- Final paper due: November 15, 2020
- Publication: February 2021
Guest Editors:
- Main Guest Editor: Feiran Huang, Jinan University, China, huangfr@jnu.edu.cn
- Guest Editor: Shahid Mumtaz, Instituto de Telecomunicações, Aveiro, Portugal, smumtaz@av.it.pt
Feiran Huang received his B.Sc. degree from Central South University, Changsha, China, in 2011. He received his Ph.D. degree in computer software and theory from School of Computer Science and Engineering, Beihang University, Beijing, China, in 2019. He is currently an assistant professor at School of Information Science and Technology & College of Cyber Security, Jinan University, Guangzhou, China. He has published nearly 20 papers at top conferences and journals, such as IEEE Transactions on Image Processing, IEEE Transactions on Cybernetics, Knowledge-based Systems, ACM Multimedia Conference (MM) 2018, ACM Multimedia Conference (MM) 2017, The Conference on Information and Knowledge Management (CIKM) 2019, The Conference on Information and Knowledge Management (CIKM) 2018, and International Conference on Multimedia Retrieval (ICMR) 2018. His research interests include deep learning, social media analysis, intelligent systems, and multi-modal learning.
Shahid Mumtaz has more than 10 years of wireless industry/academic experience and is currently working as Senior Research Scientist at Instituto de Telecomunicações Portugal. He has received his Master and Ph.D. degrees in Electrical & Electronic Engineering from Blekinge Institute of Technology, Sweden, and University of Aveiro, Portugal in 2006 and 2011, respectively. Dr. Mumtaz has published four books and published more than 150 publications in very high-rank IEEE transactions, journals, books, book chapters, international conferences. He has organized several workshops as Chair, Special Issues (SI) as Lead Guest Editor of IEEE Communication and Wireless Magazine, and IEEE Transaction on Vehicular Technology. Dr. Mumtaz has been giving invited tutorials/talks in IEEE conferences and been invited to give lectures in different foreign universities. His research interests include vehicular communication, deep learning, and intelligent systems.
Other Special Issues on this journal
![]() |
|
Resiliency techniques in cloud computing infrastructures and applications (VSI-rtcc)Computers & Electrical Engineering |
Sat 20 Mar 2021 |
![]() |
|
Securing IoT-based Critical Infrastructure (VSI-cei)Computers & Electrical Engineering |
Sat 15 May 2021 |
![]() |
|
Advances of Machine Learning in Cybersecurity (VSI-mlsec)Computers & Electrical Engineering |
Mon 31 May 2021 |
![]() |
|
Intelligent Approaches in Security and Privacy Computing (VSI-spc)Computers & Electrical Engineering |
Wed 02 Jun 2021 |
![]() |
|
Security and Privacy in IoT and Cloud (VSI-spiot)Computers & Electrical Engineering |
Wed 30 Jun 2021 |
![]() |
|
Artificial Intelligence Driven Mobile Edge Computing (VSI-aime)Computers & Electrical Engineering |
Sat 10 Jul 2021 |
![]() |
|
State-of-the-art Micro-Nano devices and systems (VSI-mnds)Computers & Electrical Engineering |
Thu 15 Jul 2021 |
![]() |
|
Human-Computer Interaction enabled Augmentative Communication (VSI-hcac)Computers & Electrical Engineering |
Thu 15 Jul 2021 |
![]() |
|
Artificial Intelligence and Machine Learning in Industry 4.0 (VSI-mli4)Computers & Electrical Engineering |
Fri 15 Oct 2021 |
![]() |
|
Recent Advances in Deep Learning (VSI-radl)Computers & Electrical Engineering |
Wed 15 Dec 2021 |
![]() |
|
Recent Advances in Deep LearningComputers & Electrical Engineering |
Wed 15 Dec 2021 |
Closed Special Issues
![]() |
|
Communications Signal Processing and Networking in the PandemicComputers & Electrical Engineering |
Sat 20 Feb 2021 |
![]() |
|
Data Security and Privacy in Big Data era (VSI-spbd)Computers & Electrical Engineering |
Mon 15 Feb 2021 |
![]() |
|
Recent Advances and Challenges in Quantum-Dot Cellular Automata (VSI-qca)Computers & Electrical Engineering |
Thu 31 Dec 2020 |
![]() |
|
Recent Advances and Challenges in Quantum-Dot Cellular AutomataComputers & Electrical Engineering |
Thu 31 Dec 2020 |
![]() |
|
Artificial Intelligence and Robotics (VSI-air3)Computers & Electrical Engineering |
Wed 30 Dec 2020 |
![]() |
|
Recent Advances and Challenges in Intelligent Sliding Mode Control for Modern Industrial Systems: Soft Computing Solutions (VSI-smc)Computers & Electrical Engineering |
Wed 30 Dec 2020 |
![]() |
|
Artificial intelligence in industrial applications (VSI-aiia)Computers & Electrical Engineering |
Sun 06 Dec 2020 |
![]() |
|
AI-enabled Internet of Things for Connected Community (VSI-aiot)Computers & Electrical Engineering |
Tue 01 Dec 2020 |
![]() |
|
Big Data Analytics and Deep Learning Approaches for 5G and 6G Communication Networks ((VSI-5g6g))Computers & Electrical Engineering |
Mon 30 Nov 2020 |
![]() |
|
Big Data Analytics and Deep Learning Approaches for 5G and 6G Communication Networks (VSI-5g6g)Computers & Electrical Engineering |
Mon 30 Nov 2020 |
![]() |
|
Bio-inspired Computing – Emerging Theories and Industry Applications (VSI-bioc)Computers & Electrical Engineering |
Mon 26 Oct 2020 |
![]() |
|
Special Section on Visual Servoing and its Applications (VSI-ibvs)Computers & Electrical Engineering |
Thu 15 Oct 2020 |
![]() |
|
Advances in Smart Grids and Microgrids: operation, control, protection, and security (VSI-sgmg)Computers & Electrical Engineering |
Wed 30 Sep 2020 |
![]() |
|
Security and Privacy Issues in Smart Grid by Applying Deep Learning Techniques (SI-gridl)Computers & Electrical Engineering |
Wed 30 Sep 2020 |
![]() |
|
AI Models and Techniques for Edge-based Mission-Critical Applications (VSI-aie)Computers & Electrical Engineering |
Tue 15 Sep 2020 |
![]() |
|
Load Balancing of Sensory Data for IoT Deep Learning Applications with Edge/Fog Computing (VSI-lbdl)Computers & Electrical Engineering |
Tue 01 Sep 2020 |
![]() |
|
Special Section on Autonomous computing and Its applications for self organizing networks (VSI-acson)Computers & Electrical Engineering |
Sun 30 Aug 2020 |
![]() |
|
Smart Green Applications: QoS and Security-Aware Solutions in Collaborative Wireless Networks (VSI-cwn)Computers & Electrical Engineering |
Sat 15 Aug 2020 |
![]() |
|
Security and Privacy Issues in Smart Grid by Applying Deep Learning Techniques (SI-gridl)Computers & Electrical Engineering |
Fri 31 Jul 2020 |
![]() |
|
Special Section on Edge Intelligence in Industrial Applications (VSI-eiia)Computers & Electrical Engineering |
Wed 15 Jul 2020 |
![]() |
|
Emerging Trends and Challenges of Machine Learning in Human-Computer Interaction (VSI-hci)Computers & Electrical Engineering |
Wed 15 Jul 2020 |
![]() |
|
Sustainable Security Solutions for Internet of Vehicles (VSI-iov)Computers & Electrical Engineering |
Tue 30 Jun 2020 |
![]() |
|
Special section on Research challenges and directions of Data Mining in Edge Computing systems (VSI-dmec)Computers & Electrical Engineering |
Tue 30 Jun 2020 |
![]() |
|
AI-based Intelligent Networks - Models and Applications (VSI-ain)Computers & Electrical Engineering |
Wed 10 Jun 2020 |
![]() |
|
Power Grid Integration of Renewable Energy Systems (SI-IREC2020)Computers & Electrical Engineering |
Sun 31 May 2020 |
![]() |
|
Special Section on Artificial Intelligence and Computer Vision (VSI-aicv4)Computers & Electrical Engineering |
Fri 15 May 2020 |
![]() |
|
Special Section on Artificial Intelligence and Learning Techniques for Future Smart grids (VSI-aisg)Computers & Electrical Engineering |
Thu 30 Apr 2020 |
![]() |
|
Special Section on Recent Advancements in Big Data FusionComputers & Electrical Engineering |
Sat 15 Feb 2020 |
![]() |
|
Integration of Renewable Energy with Power GridComputers & Electrical Engineering |
Sat 01 Feb 2020 |
![]() |
|
Mobile Intelligence for Sustainable Enterprise ManagementComputers & Electrical Engineering |
Sat 25 Jan 2020 |
![]() |
|
Internet of Energy - designing and planning energy-efficient smart control systemsComputers & Electrical Engineering |
Tue 31 Dec 2019 |
![]() |
|
Special Section on Image Processing in Security ApplicationsComputers & Electrical Engineering |
Mon 30 Dec 2019 |
![]() |
|
Special Section on Smart City Oriented Cyber-Physical SystemsComputers & Electrical Engineering |
Mon 30 Dec 2019 |
![]() |
|
Special Section on Artificial Intelligence and RoboticsComputers & Electrical Engineering |
Mon 30 Dec 2019 |
![]() |
|
Special section on Sensors and Wearable-based Intelligent SystemsComputers & Electrical Engineering |
Tue 24 Dec 2019 |
![]() |
|
Special Section on Optimization algorithms for Industry 4.0Computers & Electrical Engineering |
Thu 01 Aug 2019 |
![]() |
|
Blockchain Techniques for the Internet of Vehicles SecurityComputers & Electrical Engineering |
Wed 31 Jul 2019 |
![]() |
|
Intelligent Computing Systems and their ApplicationsComputers & Electrical Engineering |
Wed 31 Jul 2019 |
![]() |
|
Special Issue on Recent Advances in Blockchain Infrastructures and ApplicationsComputers & Electrical Engineering |
Sun 30 Jun 2019 |
![]() |
|
Computing in HealthcareComputers & Electrical Engineering |
Sat 15 Jun 2019 |
![]() |
|
Advanced Electrical and Communication TechnologiesComputers & Electrical Engineering |
Thu 16 May 2019 |
![]() |
|
Artificial Intelligence and Computer VisionComputers & Electrical Engineering |
Wed 15 May 2019 |
![]() |
|
Extreme Learning Machines for Pattern Classification and System ModellingComputers & Electrical Engineering |
Mon 15 Apr 2019 |
![]() |
|
Artificial Intelligence-based Information SecurityComputers & Electrical Engineering |
Wed 30 Jan 2019 |
![]() |
|
Artificial Intelligence in Renewable Energetic SystemsComputers & Electrical Engineering |
Tue 27 Nov 2018 |
![]() |
|
Computational Methods in Neuroscience – Challenges and Future TrendsComputers & Electrical Engineering |
Sun 25 Nov 2018 |
![]() |
|
Special Section on Artificial Intelligence and RoboticsComputers & Electrical Engineering |
Fri 30 Mar 2018 |
![]() |
|
Special Section on Soft Computing Approaches for Sustainable SystemsComputers & Electrical Engineering |
Mon 05 Mar 2018 |
![]() |
|
Towards Secure and Scalable Fog/Edge ComputingComputers & Electrical Engineering |
Wed 28 Feb 2018 |
![]() |
|
Edge-of-Things Computing for Smart Healthcare Systems: Opportunities and ChallengesComputers & Electrical Engineering |
Sat 30 Dec 2017 |
![]() |
|
Emerging Technologies for Connected Vehicles and ITS NetworksComputers & Electrical Engineering |
Fri 01 Dec 2017 |
![]() |
|
Advanced Signal Processing in Biomedical ImagingComputers & Electrical Engineering |
Wed 01 Nov 2017 |
![]() |
|
Intelligent Computing and Smart Systems, Big Data, and Signal ProcessingComputers & Electrical Engineering |
Sun 01 Oct 2017 |
![]() |
|
Artificial Intelligence and Computer VisionComputers & Electrical Engineering |
Sun 01 Oct 2017 |
![]() |
|
Special Issue On Artifical Neural Network-Based Wireless Sensor CommunicationComputers & Electrical Engineering |
Sat 30 Sep 2017 |
![]() |
|
Quality, Reliability and Resilience in Hybrid Information SystemsComputers & Electrical Engineering |
Fri 22 Sep 2017 |
![]() |
|
Special Issues on Intelligent Computing in Smart TechnologiesComputers & Electrical Engineering |
Wed 30 Aug 2017 |
![]() |
|
BIG-DATA AND CLOUD TECHNOLOGIESComputers & Electrical Engineering |
Fri 25 Aug 2017 |
![]() |
|
Special Issue on Parallel and Distributed Computing, Applications and TechnologiesComputers & Electrical Engineering |
Fri 30 Jun 2017 |
![]() |
|
Special issue on Recent Advances in Machine Learning and Artificial Intelligence ParadigmsComputers & Electrical Engineering |
Thu 01 Jun 2017 |
![]() |
|
Software-Defined Control for Next Generation Wireless SystemsComputers & Electrical Engineering |
Thu 25 Feb 2016 |
![]() |
|
Advanced Computing in Networking and Intelligent SystemsComputers & Electrical Engineering |
Sat 30 Jan 2016 |
![]() |
|
Engineering Innovations in Robotics and ApplicationsComputers & Electrical Engineering |
Thu 15 Oct 2015 |