Algorithms

Algorithms 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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Machine Learning and Deep Learning in Medical Imaging Diagnostics

edited by

María Prados Privado

submission deadline 31 Aug 2026 | Viewed by 116 | Submission Open

Keywords: medical imaging; machine learning; deep learning; diagnostic accuracy; artificial intelligence in healthcare

(This special issue belongs to the Section Algorithms and Mathematical Models for Computer-Assisted Diagnostic Systems)

Stochastic Optimization with Industrial Applications

edited by

Honglei Xu

Guoqiang Wang

, Changjun Yu and Lei Wang

submission deadline 31 Aug 2026 | Viewed by 98 | Submission Open

Keywords: stochastic optimization; industrial applications; supply chain management; energy systems; manufacturing optimization; transportation and logistics; robust optimization; chance-constrained programming; federated optimization; data-driven optimization; intelligent decision making

(This special issue belongs to the Section Randomized, Online, and Approximation Algorithms)

Next-Generation Kinematics: Intelligent Algorithms, Computational Models, and Applications in Mechanisms and Robotics

edited by

Kazem Kazerounian

submission deadline 31 Aug 2026 | Viewed by 77 | Submission Open

Keywords: intelligent computational kinematics; motion synthesis; nanorobotics; microrobotics; biorobotics; medical robotics; soft robotics

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Intelligent Algorithms and Signal Processing Techniques for Fault Diagnosis in Mechanical and Electrical Systems

edited by

Martin Valtierra-Rodriguez

Maximiliano Bueno-Lopez

and

Afshin Rahimi

submission deadline 30 Sep 2026 | 1 articles | Viewed by 918 | Submission Open

Keywords: fault diagnosis; intelligent algorithms; signal processing; condition monitoring; predictive maintenance; electrical systems; renewable energy systems; electrical machines; mechanical systems; industrial machinery; cyber– physical systems; optimization techniques; machine learning; bio-inspired computation; Internet of things (IoT); edge computing; digital twins; embedded systems; noise robustness

(This special issue belongs to the Section Algorithms and Mathematical Models for Computer-Assisted Diagnostic Systems)

Applications of Artificial Intelligence in Healthcare, Biomedicine and Medical Informatics

edited by

Himanshu Buckchash

and Deepak Dhungana

submission deadline 30 Sep 2026 | Viewed by 194 | Submission Open

Keywords: artificial intelligence in healthcare; biomedical engineering applications; medical informatics; deep learning for diagnostics; medical image analysis; explainable AI; drug discovery; personalized medicine; hospital management and patient engagement; telemedicine and wearable technology; data privacy in healthcare; federated learning in healthcare and biomedicine; unlabeled medical data challenges; algorithmic bias in medical data; clinical decision support; medical robotics; remote patient monitoring; biomedical signal processing

(This special issue belongs to the Section Algorithms and Mathematical Models for Computer-Assisted Diagnostic Systems)

Innovative Applications of Multi-Criteria Decision Analysis in Industry 4.0 and Digital Transformation

edited by

Javier Martínez-Gómez

submission deadline 30 Sep 2026 | Viewed by 102 | Submission Open

Keywords: multi-criteria decision analysis (MCDA); industry 4.0; decision support systems; smart manufacturing; internet of things (IoT); big data analytics; e-learning and digital education; knowledge-based systems; hybrid decision-making methods; fuzzy logic; group decision-making; digital transformation; innovation management; emerging technologies; MCDA in underexplored domains

Artificial Intelligence, Image Processing and Spatial Analytics in Environmental Informatics

edited by

Hugo Wai Leung Mak

and

Kassim S. Mwitondi

submission deadline 30 Sep 2026 | Viewed by 31 | Submission Open

Keywords: algorithms in global; regional and/or local environmental monitoring; artificial intelligence and/or big data analytics; atmospheric monitoring and retrieval mechanisms; deep learning and/or machine learning framework; environmental sustainability and resilience; image processing techniques; land use monitoring and environmental anomalies; remote sensing and satellite informatics; spatial and temporal environmental dynamics; uncertainty quantification of AI models

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Signal Processing, Intelligent Analysis, and Optimization for Communication & Electronic Systems

edited by

Zhongqiang Luo

submission deadline 30 Sep 2026 | Viewed by 17 | Submission Open

Keywords: signal processing; wireless communications; 6G; machine learning; deep learning; UAV; edge computing; satellite communications; intelligent algorithm; RIS; ISAC; resource optimization; image processing

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Nature-Inspired Algorithms in Machine Learning (3rd Edition)

edited by

Piotr A. Kowalski

Szymon Łukasik

and

Rohit Salgotra

submission deadline 15 Oct 2026 | Viewed by 305 | Submission Open

Keywords: data science/data mining; clustering; classification; outlier detection; dimensionality reduction; unsupervised learning; supervised learning; nature-inspired algorithms; metaheuristics

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Graph and Hypergraph Algorithms and Applications

edited by Mauro Mezzini

submission deadline 31 Oct 2026 | 6 articles | Viewed by 8557 | Submission Open

Keywords: applications of hypergraphs and graphs; fast algorithms for special hypergraph and graph classes; design and analysis of hypergraph and graph algorithms; exact hypergraph and graph algorithms; approximation hypergraph and graph algorithms; computational complexity; fixed-parameter tractability; pattern matching in graphs; interconnection networks; social networks; telecommunication networks

(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)

Recent Advances in Numerical Algorithms and Their Applications

edited by

Stoil I. Ivanov

submission deadline 30 Nov 2026 | 4 articles | Viewed by 2377 | Submission Open

Keywords: numerical algorithms; iterative methods; convergence analysis; stability analysis; dynamical analysis; computational efficiency; error analysis; real-world applications

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Applications of Intelligent Optimization Algorithms in Integrated Transportation Systems

edited by

Wenxin Li

, Changxi Ma, Chao Wen,

Weike Lu

and Qingwei Zhong

submission deadline 30 Nov 2026 | Viewed by 134 | Submission Open

Keywords: intelligent prediction of multimodal freight volume; multi modal transportation vehicle operation path planning; public transportation and multimodal system optimization; vehicle operation scheduling and intelligent control; autonomous vehicles and advanced driver-assistance systems (ADAS); intelligent network vehicle trajectory prediction; UAV swarm scheduling and control; aircraft swarm management in high-density flight environments; UAV path planning and conflict detection

(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)

Intelligent Algorithms for Modern Supply Chain and Inventory Optimization

edited by

Gino K. Yang

submission deadline 30 Nov 2026 | Viewed by 68 | Submission Open

Keywords: improved solution algorithm; analytic method; inventory model; fuzzy set theorem; pattern recognition; analytic hierarchy process; supply chain management

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

Data Envelopment Analysis for Decision Support

edited by

Thyago Celso Cavalcante Nepomuceno

submission deadline 31 Dec 2026 | Viewed by 80 | Submission Open

Keywords: Data Envelopment Analysis; efficiency analysis; decision support

(This special issue belongs to the Section Algorithms for Multidisciplinary Applications)

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