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Special Issues

Algorithms runs special issues to create collections of papers on specific topics. The aim is to build 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 in the subject and oversee the editorial process for papers. Papers published in a Special Issue will be collected together on a dedicated page of the journal website. For any inquiries related to a Special Issue, please contact the Editorial Office.

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Algorithmic Aspects of Neural Networks

edited by Simone Faro, Alessio Plebe and Arianna Pavone

submission deadline 8 Aug 2021 | 2 articles

Keywords: Artificial intelligence; Neural networks; Deep learning; Learning mechanisms

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

Advances in Complex Network Models and Random Graphs

edited by

Yilun Shang

and Yang Lou

submission deadline 15 Aug 2021

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

Algorithms for Low-Power Wide-Area Network (LPWAN)

edited by

Apostolos Gkamas

submission deadline 15 Aug 2021

Keywords: LPWAN; IoT; LoRa; SigFox; NB-IoT; Wireless sensor networks

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

New Advances in Securing Data and Big Data

edited by

Meena Jha

Kewei Sha

and

Otmane Azeroual

submission deadline 15 Aug 2021

Keywords: Data Quality; Big Data; Artificial Intelligence Algorithms; Data Mining and Text Mining; Scientific Knowledge Graph; Securing Big Data; Big Data Processing and Analytics; Modeling data and Process Quality; Machine learning for Data Analysis

(This special issue belongs to the Section Databases and Data Structures)

Information Fusion in Medical Image Computing

edited by

Girija Chetty

submission deadline 15 Aug 2021

Keywords: Information fusion; Multimodal; Biomedical; Machine learning

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

Inductive Logic Programming: Theory, Algorithms and Applications

edited by

Alireza Tamaddoni-Nezhad

and Stephen Muggleton

submission deadline 23 Aug 2021

Keywords: inductive logic programming (ILP); relational learning (RL); logic-based machine learning; statistical relational learning (SRL); probabilistic logic programming; relational data mining; relational reinforcement learning; relational deep learning; constraint logic programming; propositionalisation approaches; subsumption and refinement; evolutionary logic programming; description logic and ontologies; answer set programming; unsupervised relational learning; predicate invention; meta-interpretive learning; neuro-symbolic learning; inductive programming

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

Optimization Algorithms for Graphs and Complex Networks

edited by

Chris Walshaw

submission deadline 31 Aug 2021

Keywords: Combinatorial optimization; Graph theory; Complex networks

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

Logic-Based Artificial Intelligence

edited by

Giovanni Amendola

submission deadline 31 Aug 2021 | 1 articles

Keywords: Abductive and inductive reasoning; Answer set programming; Applications of logic-based AI systems; Argumentation systems; Automated reasoning; Deontic logic and normative systems; Description logics and other logical approaches to Semantic Web and ontologies; Knowledge representation and reasoning; Logic programming and nonmonotonic reasoning; Logic-based data access and integration; Logics for uncertain and probabilistic reasoning; Logics in machine learning; Logics in multi-agent systems, games, and social choice; Ontology-based reasoning; Planning and diagnosis based on logic; Preferences; Reasoning about actions and causality

Algorithms for Convex Optimization

edited by

Sorin-Mihai Grad

submission deadline 31 Aug 2021

Keywords: Proximal point method; Convex optimization problem; Constrained optimization problem; Splitting technique; Image processing; Machine learning; Stochastic proximal algorithm; Location theory; Game theory

New Algorithms for Visual Data Mining

edited by Rosane Minghim

submission deadline 31 Aug 2021 | 1 articles

Algorithms in Stochastic Models

edited by

Shankarachary Ragi

and

Edwin K P Chong

submission deadline 31 Aug 2021 | 2 articles

Keywords: Algorithms in stochastic models; Consensus algorithms; Optimization; Decision making under uncertainty; Game-theoretic approaches; Smart grids; Computer networks; Connected autonomous vehicles; Finance; Telecommunications

Heuristic Algorithms in Combinatorial Optimization and Network Science

edited by Johan Markdahl

submission deadline 1 Sep 2021

Evolutionary Algorithms and Applications

edited by Lorenzo Salas-Morera and

Laura Garcia-Hernandez

submission deadline 12 Sep 2021 | 2 articles

Keywords: Evolutionary algorithms; Facility Layout Planning; Scheduling Problems; Industry 4.0; Interactive Algorithms; Bio-inspired Algorithms

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

Ontologies, Ontology Development and Evaluation

edited by Haridimos Kondylakis and

Nikolaos Papadakis

submission deadline 15 Sep 2021 | 1 articles

Keywords: Ontology engineering; Ontology evaluation; Ontologies; Knowledge graphs

Quantum Optimization and Machine Learning

edited by

Theodore B. Trafalis

submission deadline 15 Sep 2021 | 2 articles

Keywords: Quantum computing; Optimization; Machine Learning

Extreme Algorithmics: Analysis of Huge, Noisy, and Dynamic Networked Data

edited by

Davide Bilò

and Maurizio Patrignani

submission deadline 15 Sep 2021

Keywords: Analysis of large graphs and networks; Visual analysis of networked data; Uncertain, noisy, and heterogeneous information; Dynamic algorithms

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

Algorithmic Game Theory 2021

edited by Andrea Celli, Nicola Gatti and Alberto Marchesi

submission deadline 15 Sep 2021

Algorithms for Large-Scale Data Integration

edited by Haiying Wang

submission deadline 26 Sep 2021

Keywords: Large-scale data integration; Data cleaning; Semantic analysis; Distributed systems

(This special issue belongs to the Section Databases and Data Structures)

Natural Language Processing with Tsetlin Machines

edited by Ole-Christoffer Granmo,

Lei Jiao

, Vladimir Zadorozhny and

Morten Goodwin

submission deadline 26 Sep 2021

Keywords: Tsetlin machine NLP methodology:; First-order logics; Embedding; Boolean representations; Clustering; Interpretation; Convolution; Novelty detection; Knowledge representation; Hawkes processes; Attention; Tsetlin machine NLP applications:; Sentiment analysis; Question-answering; Word-sense disambiguation; Speech understanding; Chatbots; Explainable machine learning; Continuous interpretation of document streams

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

Selected Papers from 7th International Sympsium on Engineering Energy Efficient Internet Worked Smart seNsors (E3WSN) 2021

edited by

Leonardo Leonardo Mostarda

submission deadline 30 Sep 2021

Keywords: Internetworked networks; Distributed computing; Energy efficiency; Complexity and performance.

Algorithms for Sequential Analysis

edited by

Georgy Sofronov

submission deadline 30 Sep 2021 | 3 articles

Keywords: Dynamic programming; Optimal decision making; Sequential data analysis; Bayesian sequential analysis; Online machine learning; Reinforcement learning; Q-learning; Least square Monte Carlo; Quickest change-point problem; Optimal stopping

(This special issue belongs to the Section Databases and Data Structures)

Metaheuristics and Applications in Operations Research

edited by

Dhananjay R. Thiruvady

and

Asef Nazari

submission deadline 30 Sep 2021

State-of-the-Art Algorithms and Their Applications in China

edited by Junwei Cao

submission deadline 30 Sep 2021 | 1 articles

Design of Online and Approximation Algorithms

edited by Prudence W.H. Wong and Hsiang-Hsuan Liu

submission deadline 30 Sep 2021

Keywords: Paradigms for the design and analysis of approximation and online algorithms;; Competitive analysis;; Hardness of approximation/competitiveness;; Approaches that go beyond worst-case analysis (resource augmentation);; Distributed and parallel approximation/competitive algorithms;; Small space, sub-linear time and streaming algorithms;; Parameterized complexity and approximation/competitive algorithms;; Embeddings and metric space methods;; Mathematical programming methods;; Spectral methods;; Combinatorial optimization.

Algorithms for Machine Learning and Pattern Recognition Tasks

edited by Hui Yu,

Mounim A. El Yacoubi

and

Mehdi Ammi

submission deadline 30 Sep 2021 | 1 articles

Keywords: Pattern recognition;; Supervised and unsupervised learning;; Self-supervised learning, reinforcement learning;; Classification, clustering, prediction;; Data mining, knowledge discovery in databases;; Artificial intelligence and machine learning;; Deep learning, CNN, RNN (LSTM, GRU, etc.), transformer models;; Transfer learning;; Explainable and attentional models;; Adversarial attacks and robust models;; Robustness of neural networks;; AI fairness;; Computer graphics, signal processing, bioinformatics, NLP, information retrieval;; Bayesian models;; Ensemble learning;; Model fusion;; Review of recent development in trends.

Algorithms in Monte-Carlo Simulation

edited by

Francesco Zammori

submission deadline 30 Sep 2021

Keywords: Artificial intelligence; Complex network; Cyber physical systems; Discrete event simulation; Dynamic scheduling; Heuristics; Industry 4.0; Maintenance management; Metaheuristics; Optimization algorithms; Performance analysis; Production planning and control; Push–pull hybrid production systems; Reinforced learning; Supply chain management

Community Detection and Network Embedding

edited by Anthony Perez and Nicolas Dugué

submission deadline 30 Sep 2021

Security and Privacy-preserving Algorithms of Distributed Networked Systems

edited by Xiaohua Ge and

Derui Ding

submission deadline 30 Sep 2021

Keywords: Secure estiamtion; Privacy-preserving estimation; Secure control; Privacy-preserving control; Attack detection and isolation; Event-triggered estimation and control; Wireless sensor networks; Multi-agent systems

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

Advanced Algorithms for Complex Network Analysis

edited by Andrea Marino

submission deadline 30 Sep 2021

Keywords: Algorithms and complexity; Approximation algorithms; Complex network analysis; Enumeration algorithms

(This special issue belongs to the Section Analysis of Algorithms and Complexity Theory)

Interpretability, Accountability and Robustness in Machine Learning

edited by

Laurent Risser

submission deadline 3 Oct 2021 | 3 articles

Keywords: Machine-Learning; Interpretability; Explainability; Fairness; Algorithmic Bias

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

Scheduling, Sequencing and Assignment problems with Applications in Logistics

edited by Pieter Smet

submission deadline 15 Oct 2021 | 1 articles

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

Machine Learning and Deep Learning in Bioinformatics 2021

edited by

Le Nguyen Quoc Khanh

submission deadline 15 Oct 2021

Frontiers in EEG Signal Processing

edited by

Maryam Ravan

submission deadline 17 Oct 2021

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

Stochastic Algorithms and Their Applications

edited by

Stephanie Allassonniere

submission deadline 17 Oct 2021 | 2 articles

Keywords: Stochastic algorithms convergence, acceleration, optimization, etc.; Adaptation of state-of-the-art stochastic algorithms for new CV, NLP and high dimension data problems; Application of these stochastic algorithms to environment, transport or medical data and questions

(This special issue belongs to the Section Analysis of Algorithms and Complexity Theory)

Algorithms in Chaos

edited by

Erivelton Geraldo Nepomuceno

submission deadline 30 Oct 2021

Keywords: AI with chaotic systems; Biometric encryption; Chaos control; Chaos in complex networks; Chaotic encryption; Chaotic optimization; Computer arithmetic for chaotic systems; Cyber security; Discretization schemes for chaotic systems; Geometric integration; Image encryption; Interval Arithmetic; Lyapunov Computation; Machine Learning in/for chaotic systems; Numerical methods; Rigorous methods for chaotic simulation; Simulation of chaotic systems; System Identification

Applications of Data Analytics, Simulation-Optimization, and Machine Learning in Services: From Sustainable Transportation and Supply Chains to Smart Cities, Health Care and Finance

edited by

Angel A. Juan

, Markus Rabe, David Goldsman and

Javier Faulin

submission deadline 30 Oct 2021 | 1 articles

Keywords: Service Science; Simulation; Heuristics and metaheuristics; Simheuristics; Sustainable Transportation & Logistics; Resilient Networks; Supply chain management; Smart cities; Intelligent transportation systems; Sustainable transportation and logistics; Simulation-based optimization; Machine learning; Learnheuristics; Biased-randomized algorithms; Industry 4.0

Metaheuristic Algorithms in Optimization and Applications 2021

edited by

Yun-Chia Liang

, Mehmet Fatih Tasgetiren, Quan-Ke Pan and

Hsiang-Ling Chen

submission deadline 31 Oct 2021 | 1 articles

Keywords: Meta-heuristics; Optimization; Evolutionary Algorithm; Swarm Intelligence

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

Optimization Algorithms and Applications at OLA 2021

edited by El-ghazali Talbi,

and

submission deadline 31 Oct 2021

Keywords: Exact optimization algorithms; New high-impact applications; Parameter tuning; Fourth industrial revolution; Bioinformatics; Smart cities; Intelligent transportation systems; Optimization for sustainability; New research challenges; Hybridization issues; Simulation-based optimization; Metamodeling; Surrogate modeling; Multiobjective optimization; Parallel optimization algorithms; Optimization for machine learning; Machine learning for optimization; Optimization and learning under uncertainty

Optimal Transport: Algorithms and Applications

edited by Nicolas Bonneel

submission deadline 31 Oct 2021 | 1 articles

Keywords: Optimal transport solvers; Optimal transport approximation algorithms; Optimal transport in machine learning; Applications of optimal transport

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

Algorithms in Multi-Objective Optimization

edited by

Massimiliano Caramia

submission deadline 31 Oct 2021 | 1 articles

Keywords: Non-dominated Solutions; Pareto Front; Optimization; Mathematical Programming; Heuristics; Metaheuristics; Matheuristics; Exact Algorithms

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

Machine Learning in Bioinformatics

edited by

Shouyong Jiang

submission deadline 31 Oct 2021

Keywords: bioinformatics; machine learning; artificial intelligence; big data

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

Nature Inspired Clustering Algorithms

edited by

Szymon Łukasik

and

Piotr A. Kowalski

submission deadline 31 Oct 2021 | 2 articles

Keywords: Data science/data mining; Clustering; Unsupervised learning; Nature-inspired algorithms; Metaheuristics

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

Machine Learning in Data Structures

edited by

Christos Makris

and

Andreas Kanavos

submission deadline 15 Nov 2021

Keywords: Machine learning techniques on data structures; Analysis of algorithms and distributed data structures; Novel programming models; Learned indices for big data; Smart data structures; Multicriteria data structures; Dynamic data structures; Distributed data structures; Classic data structures; Database applications; Mining and analytics for scientific and business data, social networks, time series, streams, text, web, graphs, rules, patterns, logs, and spatio–temporal data; Cloud-based applications; Performance models; Novel programming models; Network management and techniques; Schema management and design; Machine learning, AI and databases; Data management issues and support for machine learning and AI; Specialized and domain-specific data management; Learned index structures or information retrieval

(This special issue belongs to the Section Databases and Data Structures)

Online Algorithms with Business Applications

edited by Günter Schmidt and

Roberto Montemanni

submission deadline 15 Nov 2021

Keywords: combinatorial optimization; approximation algorithms; competitive analysis; experimental analysis; application cases

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

2021 Selected Papers from Algorithms Editorial Board Members

edited by

Frank Werner

submission deadline 15 Nov 2021 | 4 articles

Networks, Communication, and Computing III

edited by Andras Farago, Ionut Brandusoiu and

Migallón Héctor

submission deadline 21 Nov 2021

Keywords: networks; communication; computing and algorithms; computing applications; modeling and simulation; network architecture

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

Deep Learning in Intelligent Video Surveillance

edited by

Guanqiu Qi

submission deadline 30 Nov 2021

Keywords: person re-identification; deep learning; pattern recognition; intelligent monitoring

High-Performance Computing Algorithms and Their Applications 2021

edited by Julian Kunkel

submission deadline 30 Nov 2021 | 2 articles

Keywords: Particle and mesh-based simulations; Machine learning methods (in HPC); Quantum algorithms; Applied numerical methods; Spectral methods; Algebra problems; Monte Carlo methods

Innovative Algorithms Trend to Artificial Intelligence and Internet of Things

edited by

Yu-Huei Cheng

and

Che-Nan Kuo

submission deadline 30 Nov 2021 | 1 articles

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

Parallel and Distributed Computing: Algorithms and Applications

edited by Charalampos Konstantopoulos and

Grammati Pantziou

submission deadline 30 Nov 2021 | 1 articles

Keywords: Parallel algorithms; Distributed algorithms; GPUs; Multicore and manycore architectures; Supercomputing; Data centers; Big data; Cloud architectures; IoT

(This special issue belongs to the Section Parallel and Distributed Algorithms)

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