Special Issues

Big Data and Cognitive Computing publishes Special Issues to create collections of papers on specific topics, with the aim of building a community of authors and readers to discuss the latest research and develop new ideas and research directions. Special Issues are led by Guest Editors, who are experts on the topic and all Special Issue submissions follow MDPI's standard editorial process. The journal’s Editor-in-Chief and/or designated Editorial Board Member will oversee Guest Editor appointments and Special Issue proposals, checking their content for relevance and ensuring the suitability of the material for the journal. The papers published in a Special Issue will be collected and displayed on a dedicated page of the journal’s website. Further information on MDPI's Special Issue policies and Guest Editor responsibilities can be found here. For any inquiries related to a Special Issue, please contact the Editorial Office.

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Field Robotics and Artificial Intelligence (AI)
edited by and
submission deadline 27 Feb 2026 | 3 articles | Viewed by 7560 | Submission Open
Keywords: field robotics; robotic systems; sensing; vision; AI
(This special issue belongs to the Section Large Language Models and Embodied Intelligence)
Application of Semantic Technologies in Intelligent Environment
edited by Maria Nisheva-Pavlova, Galia Angelova and
submission deadline 28 Feb 2026 | 7 articles | Viewed by 24740 | Submission Open
Keywords: semantic web; linked data; knowledge graph; ontology; big data; information retrieval; semantic interoperability
Evolutionary Computation and Artificial Intelligence: Building a Sustainable Future for Smart Cities
edited by Changjun Zhou and
submission deadline 28 Feb 2026 | 4 articles | Viewed by 6189 | Submission Open
Keywords: Internet of Things (IoT); 6G communication; evolutionary computation; real-time data stream processing and optimization; edge computing optimization; AI-driven analytics; distributed computing and resource scheduling; network slicing technology; privacy protection mechanisms; heterogeneous network collaboration
(This special issue belongs to the Section Artificial Intelligence and Multi-Agent Systems)
Deep Network Learning and Its Applications: 2nd Edition submission deadline 28 Feb 2026 | Viewed by 380 | Submission Open
Keywords: deep learning; deep learning applications; deep learning in practice; user study; deep learning implementation
(This special issue belongs to the Section Data Mining and Machine Learning)
Applications and Research in Information Systems, Big Data, IoT, Edge Computing and Edge Intelligence for Sustainable Digital Ecosystems
edited by
submission deadline 28 Feb 2026 | Viewed by 353 | Submission Open
Keywords: information systems; big data technologies; IoT applications; edge computing architectures
(This special issue belongs to the Section Big Data)
Advances in Artificial Intelligence for Computer Vision, Augmented Reality Virtual Reality and Metaverse submission deadline 18 Mar 2026 | 2 articles | Viewed by 3941 | Submission Open
Keywords: artificial intelligence; machine learning; deep learning; computer vision; augmented reality; virtual reality; metaverse
(This special issue belongs to the Section Artificial Intelligence and Multi-Agent Systems)
Advances in Complex Networks
edited by , and Michele Marchetti
submission deadline 28 Mar 2026 | 4 articles | Viewed by 5823 | Submission Open
Keywords: complex networks; graphs; computer networks; biological networks; neurological networks; connectomes; brain analysis; social networks; climate networks; artificial neural networks; technological networks; political networks; blockchains; internet of things
Machine Learning and AI Technology for Sustainable Development
edited by , , Yuchih Wei and
submission deadline 31 Mar 2026 | 13 articles | Viewed by 38758 | Submission Open
Keywords: machine learning; artificial intelligence; sustainability; deep learning; intelligent systems; industry 4.0; robotics; smart city; edge computing; data science; cognitive computing; big data
Applications of Artificial Intelligence and Data Management in Data Analysis
edited by , Le Gruenwald, Elio Masciari and Laurent D'Orazio
submission deadline 31 Mar 2026 | 1 articles | Viewed by 2640 | Submission Open
Keywords: artificial intelligence (AI); data management; data analysis; machine learning; data governance; predictive analytics; data quality; data visualization; data mining
(This special issue belongs to the Section Big Data)
Machine Learning and the Renewable Energy Transition
edited by Luca Esposito, , and
submission deadline 31 Mar 2026 | Viewed by 701 | Submission Open
Keywords: machine learning; renewable energy; energy transition; predictive maintenance; energy optimization; demand forecasting; distributed energy resources; sustainability; artificial intelligence; energy efficiency
(This special issue belongs to the Section Data Mining and Machine Learning)
Scalability and Interoperability in the Artificial Intelligence of Things submission deadline 15 Apr 2026 | Viewed by 454 | Submission Open
Keywords: AIoT; 5G networks; artificial intelligence (AI); Internet of Things (IoT); edge computing; scalability; interoperability; network optimization
(This special issue belongs to the Section Big Data)
Recent Trends and Applications of Data Science in Social Network
edited by
submission deadline 22 Apr 2026 | 1 articles | Viewed by 825 | Submission Open
Keywords: data science; data analytics; social sciences; social networks; data mining; AI-based data analytics; agent-based data-driven applications; data-driven architecture; data science protocols
(This special issue belongs to the Section Big Data)
Perspectives and Applications of Multimodal Artificial Intelligence and Big Data submission deadline 25 Apr 2026 | 1 articles | Viewed by 1708 | Submission Open
Keywords: multimodal AI; artificial intelligence; data analysis; human-robot interaction
(This special issue belongs to the Section Large Language Models and Embodied Intelligence)
Advances in Large Language Models for Biological and Medical Applications
edited by Irene Li and Ruihai Dong
submission deadline 30 Apr 2026 | 3 articles | Viewed by 5084 | Submission Open
Keywords: LLMs; NLP; bioinformatics; EHRs; medical text processing
(This special issue belongs to the Section Large Language Models and Embodied Intelligence)
Energy Conservation Towards a Low-Carbon and Sustainability Future
edited by and Xuan Hu
submission deadline 30 Apr 2026 | 1 articles | Viewed by 740 | Submission Open
Keywords: data-driven; intelligent optimization; efficiency evaluation; artificial intelligence; data mining and fusion; environmental protection; energy saving and optimization; energy consumption forecast; air pollution emissions; renewable energy conversion and utilization; hydrogen energy; high-efficiency energy devices; neural networks; deep learning; environmental efficiency
(This special issue belongs to the Section Data Mining and Machine Learning)
Machine Learning Applications in Natural Language Processing
edited by , Kecheng Liu and Chao Li
submission deadline 20 May 2026 | 2 articles | Viewed by 1941 | Submission Open
Keywords: big data; deep learning; large language model; multimodal; XAI
(This special issue belongs to the Section Data Mining and Machine Learning)
Smart Manufacturing in the AI Era
edited by
submission deadline 29 May 2026 | 2 articles | Viewed by 2644 | Submission Open
Keywords: smart manufacturing; advanced manufacturing; autonomous manufacturing; artificial intelligence; machine learning; intelligent systems; data-driven; Industry 4.0 and Industry 5.0
(This special issue belongs to the Section Artificial Intelligence and Multi-Agent Systems)
Application of Digital Technology in Financial Development
edited by and
submission deadline 30 May 2026 | 1 articles | Viewed by 1603 | Submission Open
Keywords: artificial intelligence; big data analytics; digital technology; fintech innovation; blockchain; cloud computing; cybersecurity; decentralized finance; digital currencies; financial development
(This special issue belongs to the Section Big Data)
Human-Centered and Sustainable Artificial Intelligence: Emerging Perspectives in HCI submission deadline 31 May 2026 | Viewed by 362 | Submission Open
Keywords: user-centered smart city; human-in-the-loop systems; energy-efficient AI algorithms; smart and sustainable cities; ethical and responsible AI; HCI for smart environments; explainable AI; HCI scenarios
(This special issue belongs to the Section Cognitive System)
Internet Intelligence for Cybersecurity
edited by
submission deadline 12 Jun 2026 | 2 articles | Viewed by 2667 | Submission Open
Keywords: artificial intelligence; machine learning; cybersecurity; data privacy; blockchain technology; steganography; steganalysis; information hiding; digital watermarking; multimedia security
(This special issue belongs to the Section Big Data)
Knowledge Graphs in the Big Data Era: Navigating the Confluence of Distribution, Visualization, and Advanced Computational Models
edited by Amna Dridi, and
submission deadline 30 Jun 2026 | 4 articles | Viewed by 23326 | Submission Open
Keywords: knowledge graphs; big data analytics; distributed computing; data visualisation; semantic web technologies; machine learning integration; natural language processing; graph databases; domain-specific applications
(This special issue belongs to the Section Big Data)
AI and Data Science in Sports Analytics submission deadline 30 Jun 2026 | 1 articles | Viewed by 4896 | Submission Open
Keywords: sports analytics; big data in sports; machine learning; performance optimization; injury prevention; predictive modeling; wearable technology; game strategy analysis; AI in sports; sports forecasting
(This special issue belongs to the Section Data Mining and Machine Learning)
Advances in Graph Learning and Representation Models for Complex Network Analysis
edited by and Francesco Cauteruccio
submission deadline 30 Jun 2026 | 3 articles | Viewed by 3279 | Submission Open
Keywords: graph transformers; self-attention on graphs; heterogeneous and multi-relational graphs; scalable graph learning; interpretability and explainability; real-time graph analytics; privacy-preserving graph methods
(This special issue belongs to the Section Data Mining and Machine Learning)
Next-Generation Security Schemes and Models for IoT-Enabled Smart Environments
edited by , Max Talanov and
submission deadline 30 Jun 2026 | Viewed by 369 | Submission Open
Keywords: detection; context-aware security; cybersecurity in smart applications; edge and fog computing security; IoT security; lightweight cryptography; privacy-preserving systems; security and privacy in cloud-edge continuum; security and resilience quantification; zero-trust architecture
(This special issue belongs to the Section Big Data)
Advanced Software and Machine Learning Techniques for System Architectures and Big Data submission deadline 1 Jul 2026 | 2 articles | Viewed by 4130 | Submission Open
Keywords: machine learning; system architectures; big data; software engineering; artificial intelligence (AI); distributed systems; cloud and edge computing; anomaly detection; adaptive systems; intelligent analytics
(This special issue belongs to the Section Big Data)
Artificial Intelligence (AI) and Natural Language Processing (NLP)
edited by , and Yongqiang Cheng
submission deadline 20 Jul 2026 | 6 articles | Viewed by 11191 | Submission Open
Keywords: artificial intelligence; AI; natural language processing; NLP; language models; large language model; speech processing; text processing; language processing
Large Language Models for Cutting Edge Applications in Science and Humanities
edited by
submission deadline 31 Jul 2026 | Viewed by 423 | Submission Open
Keywords: LLMs; domain-specific tasks; natural language processing; model training; language models; ethics and data transparency
(This special issue belongs to the Section Large Language Models and Embodied Intelligence)
Machine Learning Methodologies and Applications in Cybersecurity Data Analysis
edited by Biao Han, , and Na Zhao
submission deadline 31 Aug 2026 | 7 articles | Viewed by 15711 | Submission Open
Keywords: machine learning; cybersecurity; data science; artificial intelligence
(This special issue belongs to the Section Data Mining and Machine Learning)
Intelligent Integration of Sensing-Communication-Computing Continuum for Next-Generation Wireless Networks
edited by Li Zhu and
submission deadline 31 Aug 2026 | Viewed by 387 | Submission Open
Keywords: data acquisition and processing; ultra-low data communication; resource management; distributed intelligence; security and privacy
(This special issue belongs to the Section Big Data)
Visual Media Literacy in the Age of AI-Generated Content
edited by
submission deadline 31 Aug 2026 | Viewed by 321 | Submission Open
Keywords: AI-generated images; visual misinformation; deepfakes; media literacy; algorithmic authenticity
(This special issue belongs to the Section Cognitive System)
Artificial Intelligence Applications for Cultural Heritage: Innovations, Challenges, and Opportunities submission deadline 31 Aug 2026 | Viewed by 270 | Submission Open
Keywords: artificial intelligence; generative artificial intelligence; cultural heritage; artifact analysis; classification; digital representation; data analysis; AI-based mixed reality
(This special issue belongs to the Section Artificial Intelligence and Multi-Agent Systems)
Artificial Intelligence and Big Data Analytics for Sustainable Healthcare Systems
edited by and Andrea Morales-Garzón
submission deadline 31 Aug 2026 | Viewed by 119 | Submission Open
Keywords: big data analytics in healthcare; cognitive computing; health informatics; large language models (LLMs); autonomous AI Agents; multi-agent systems; machine learning and deep learning; predictive modelling; responsible and explainable AI; electronic health records; clinical decision support; multimodal data integration; sustainable healthcare systems; environmental and population health data
(This special issue belongs to the Section Artificial Intelligence and Multi-Agent Systems)
Harnessing Big Data for Sustainable Development: A Pathway to Greener Futures
edited by , Amelia Bădică and
submission deadline 10 Sep 2026 | Viewed by 335 | Submission Open
Keywords: big data; sustainable development; environmental analytics; smart cities; renewable energy; climate change; resource management; intelligent transportation; efficient marketing
(This special issue belongs to the Section Big Data)
Natural Language Processing and Large-Scale Semantic Data Mining for Business Performance and Strategic Decision-Making submission deadline 11 Sep 2026 | Viewed by 160 | Submission Open
Keywords: text mining; natural language processing; semantic network analysis; artificial intelligence; business performance; data-driven business analytics
(This special issue belongs to the Section Data Mining and Machine Learning)
Big Data Analytics and Business Model Innovation: Toward an Integrative View
edited by Arash Najmaei Lonbani, Zahra Sadeghinejad and
submission deadline 14 Sep 2026 | Viewed by 864 | Submission Open
Keywords: big data analytics (BDA); cognitive computing; artificial intelligence (AI) and machine learning (ML); business model innovation (BMI); data-driven decision-making; explainable AI (XAI); digital transformation; algorithmic governance; sustainable digital ecosystems; ethical AI and data privacy
(This special issue belongs to the Section Big Data)
AI, Computer Vision and Human–Robot Interaction
edited by Hannan Azhar, and
submission deadline 23 Sep 2026 | 2 articles | Viewed by 1882 | Submission Open
Keywords: artificial intelligence; computer vision; explainable AI (XAI); transformer-based models; transfer learning; sim-to-real learning; human– robot interaction; swarm robotics; autonomous navigation; assistive robotics
Application of Pattern Recognition and Machine Learning submission deadline 25 Sep 2026 | Viewed by 219 | Submission Open
Keywords: pattern recognition; machine learning; deep learning; self‑supervised learning; explainability; interpretability; few‑shot learning; transfer learning; anomaly detection; time‑series analysis; multimodal fusion; graph learning; federated learning; artificial neural networks; analytics
(This special issue belongs to the Section Data Mining and Machine Learning)
Machine Learning and Image Processing: Applications and Challenges
edited by
submission deadline 30 Sep 2026 | 2 articles | Viewed by 947 | Submission Open
Keywords: machine learning; image processing; deep learning; medical imaging; agricultural image analysis; engineering applications; computer vision; data annotation; pattern recognition; artificial intelligence
(This special issue belongs to the Section Data Mining and Machine Learning)
Application of Machine and Deep Learning in Cyber-Physical Systems (CPSs)
edited by , , , , Dahai Liu, Prashant Shekhar and Hong Liu
submission deadline 30 Sep 2026 | Viewed by 690 | Submission Open
Keywords: cyber-physical systems (CPSs); Internet of Things; data-driven applications; explainable AI; self-learning adaptive systems; trustworthy machine learning; efficient learning
(This special issue belongs to the Section Data Mining and Machine Learning)
Cognitive Computing for Image, Signal, and Biomedical Applications
edited by , , Qing Zhang and
submission deadline 30 Sep 2026 | Viewed by 675 | Submission Open
Keywords: image and signal processing; signal modeling and identification; informatics; interdisciplinary research
(This special issue belongs to the Section Cognitive System)
Data Science Empowers Intelligent Systems: Theories and Applications
edited by
submission deadline 30 Sep 2026 | Viewed by 274 | Submission Open
Keywords: big data; intelligent system; data theory; interdisciplinary application; artificial intelligence; knowledge graph
(This special issue belongs to the Section Large Language Models and Embodied Intelligence)
Natural Language Processing Applications in Big Data
edited by Xingyi Song, Ye Jiang and
submission deadline 22 Oct 2026 | 6 articles | Viewed by 16934 | Submission Open
Keywords: natural language processing; low-resource languages; NLP applications; interpretability; large language model; sentiment analysis
Intelligent Communication and Sensor Networks for Advanced Signal Processing
edited by Yibeltal Chanie Manie and Hayle Stotaw Talbachew
submission deadline 23 Oct 2026 | Viewed by 179 | Submission Open
Keywords: intelligent sensor networks; intelligent communication systems; advanced signal processing; artificial intelligence (AI); machine learning and deep learning; edge and fog computing; free space optics (FSO) communication; 5G/6G communication and Internet of Things (IoT); smart communication protocols; energy-efficient sensing systems; autonomous and adaptive sensor networks; smart cities and industrial monitoring; intelligent signal processing; smart sensing networks; structural health monitoring; predictive maintenance
(This special issue belongs to the Section Cognitive System)
Beyond Diagnosis: Machine Learning in Prognosis, Prevention, Healthcare, Neurosciences, and Precision Medicine
edited by , Giuseppe Tradigo, and Jakub Mieczkowski
submission deadline 1 Nov 2026 | 4 articles | Viewed by 9965 | Submission Open
Keywords: personalized medicine; medical imaging; predictive modeling in healthcare; bioinformatics; genomics; clinical decision support; healthcare data analytics; machine learning in drug discovery; machine learning simulations; interpretable machine learning; health informatics; patient monitoring; ethical issues in medical AI; ML in psychology; psychological support; remote treatment; ML in neurosciences
(This special issue belongs to the Section Data Mining and Machine Learning)
Multimodal Learning for Open-World Environments
edited by and Fang Zhao
submission deadline 2 Nov 2026 | Viewed by 112 | Submission Open
Keywords: multimodal learning; large vision-language models; multimodal systems; open-domain; open-world
(This special issue belongs to the Section Big Data)
Applied Artificial Intelligence for Distributed Industrial Systems—Edge–Cloud Intelligence and Time Series Forecasting submission deadline 26 Nov 2026 | Viewed by 191 | Submission Open
Keywords: multivariate time-series forecasting; federated and split learning; edge intelligence and edge– cloud continuum architectures; distributed LLM inference for industrial AI; high-volume and high-frequency data processing; multivariate anomaly detection; data stream classification; explainable and trustworthy AI in industrial settings
(This special issue belongs to the Section Artificial Intelligence and Multi-Agent Systems)
Artificial Intelligence-Driven Analysis of Big Health Data
edited by and Hengguan Huang
submission deadline 30 Nov 2026 | Viewed by 182 | Submission Open
Keywords: artificial intelligence; big health data; machine learning; predictive analytics; health informatics; deep learning; electronic health records; precision medicine; data privacy; biomedical data
(This special issue belongs to the Section Artificial Intelligence and Multi-Agent Systems)
Enhancement Optimization Techniques on Large Language Model
edited by Shanjiang Tang
submission deadline 30 Nov 2026 | Viewed by 122 | Submission Open
Keywords: efficient AI; model compression reasoning enhancement  ; parameter-efficient fine-tuning (PEFT)  ; AI alignment  ; retrieval-augmented generation (RAG)
(This special issue belongs to the Section Large Language Models and Embodied Intelligence)
Reasoning for Safety in Artificial Intelligence: Optimisation, Multi-Agent Systems, and Trustworthy Inference
edited by Leonardo Ranaldi
submission deadline 3 Dec 2026 | Viewed by 78 | Submission Open
Keywords: reasoning in AI; multi-agent systems; agentic AI; safety and oversight; optimisation-based reasoning; dialectical argumentation; trustworthy AI; weak-to-strong supervision; reasoning evaluation; explainability and verification
(This special issue belongs to the Section Artificial Intelligence and Multi-Agent Systems)
Next-Generation Medical Image Analysis: Multimodal, Decentralized, Fair and Reasoning-Centric Approaches
edited by and Pramit Saha
submission deadline 18 Dec 2026 | Viewed by 92 | Submission Open
Keywords: medical image analysis; agentic AI; multimodal learning; vision-language models; large language models; large reasoning models; clinical explainability and reasoning; fairness; reliable and trustworthy AI; uncertainty; interpretability; human– AI collaboration; federated learning
(This special issue belongs to the Section Cognitive System)
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