Algorithms in Stochastic Models
submission deadline 20 Apr 2021
| 2 articles
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.
Meshless Numerical Methods and Applications
submission deadline 28 Apr 2021
Nature-Inspired Algorithms—Advances in Theory, Methods, Applications, and Reviews
submission deadline 30 Apr 2021
| 3 articles
Parallel and Distributed Algorithms for Demanding Data Analysis and Applications
submission deadline 30 Apr 2021
(This special issue belongs to the Section Parallel and Distributed Algorithms)
Quantum Optimization and Machine Learning
submission deadline 10 May 2021
Algorithms for Sequential Analysis
submission deadline 15 May 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)
Advanced Structures and Compression, Indexing and Text Retrieval Algorithms
submission deadline 15 May 2021
Algorithms for Shortest Paths in Dynamic and Evolving Networks
submission deadline 15 May 2021
| 5 articles
Keywords: Shortest-path algorithms; Route planning; Parametric shortest paths; Temporal networks; Dynamic networks; Time-dependent networks; Social networks; Stochastic shortest paths
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Algorithmic Data Management
submission deadline 16 May 2021
| 3 articles
(This special issue belongs to the Section Databases and Data Structures)
Nature Inspired Optimization Algorithms Recent Advances and Applications II
submission deadline 16 May 2021
| 1 articles
Algorithms for Systems of Autonomous and Mobile Computational Entities
submission deadline 31 May 2021
| 1 articles
(This special issue belongs to the Section Analysis of Algorithms and Complexity Theory)
Logic-Based Artificial Intelligence
submission deadline 31 May 2021
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 Reliable Estimation, Identification and Control II
submission deadline 31 May 2021
| 2 articles
Network Science: Algorithms and Applications
submission deadline 31 May 2021
| 1 articles
Keywords: Theoretical foundations for network science; Algorithms for network science; Models for network science; Graph machine learning
(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)
Community Detection and Network Embedding
submission deadline 31 May 2021
Recent Mathematical Trends in Data Science
submission deadline 31 May 2021
Keywords: Computer vision; Manifold learning; Optimization; Computational harmonic analysis; Clustering; Invariant theory; Computational algebra; Cryoelectron microscopy; Computational group theory; Computational approximation theory
(This special issue belongs to the Section Randomized, Online, and Approximation Algorithms)
Parallel and Distributed Computing: Algorithms and Applications
submission deadline 31 May 2021
Algorithms in Reconfigurable Computing
submission deadline 20 Jun 2021
Parallel Algorithms and Data Structures for Sparse Matrices
submission deadline 20 Jun 2021
Keywords: sparse matrix; parallel algorithm; data structure; storage format; high-performance computing
(This special issue belongs to the Section Parallel and Distributed Algorithms)
Causality Theory: Computational Complexity, Algorithms and Applications
submission deadline 30 Jun 2021
Keywords: Graphical causal model; Directed acyclic graph; Causal inference; do-calculus; Intervention; Markov equivalence; Instrumental variable; Covariate adjustment set; Linear structural causal model; Lifted relational causal reasoning
(This special issue belongs to the Section Analysis of Algorithms and Complexity Theory)
Algorithmic Aspects of Neural Networks
submission deadline 30 Jun 2021
| 1 articles
(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)
Advances in Intelligence Artificial Algorithms Applied to Medical Imaging
submission deadline 30 Jun 2021
Keywords: artificial intelligence algorithms for computer-aided diagnosis; medical imaging and image analysis; deep learning and machine learning methods; segmentation and registration; data science for medical applications; dimensionality reduction and visualization techniques; explainability and interpretability
Scalable Graph Algorithms and Applications
submission deadline 30 Jun 2021
Keywords: Cache-efficient graph algorithms; I/O-efficient graph algorithms; Shared-memory multicore graph algorithms; Distributed memory graph algorithms; Graph algorithms for GPUs; Streaming graph algorithms; Randomized graph algorithms; Approximate graph algorithms; Dynamic graph algorithms; Algorithms for large-scale network analytics; Scalable graph mining; Efficient heuristics for NP-hard graph problems; Models for real-world graphs; Generation of large graph instances; Simulations involving large graphs; Applications of large graphs in social network analysis, navigation systems and sustainable transportation, querying and mining knowledge graphs, etc.
Algorithms on Spectral Graph Theory and Its Applications
submission deadline 30 Jun 2021
Bio-Inspired Algorithms
submission deadline 30 Jun 2021
Keywords: design and analysis of bio-inspired methods; application of bio-inspired methods; limitations of bio-inspired methods; ant colony optimization; particle swarm optimization; firefly algorithm; fireworks algorithm; bees algorithm; evolutionary algorithms; neural networks; deep learning; soft computing methods; nature-inspired heuristics
Distributed Algorithms and Applications
submission deadline 30 Jun 2021
Keywords: Distributed algorithms; Distributed computing; Parallel algorithms; Networks; Complexity theory; Applications
(This special issue belongs to the Section Parallel and Distributed Algorithms)
New Algorithms for Visual Data Mining
submission deadline 30 Jul 2021
Evolutionary Algorithms and Applications in Operations Research
submission deadline 31 Jul 2021
Reinforcement Learning Algorithms
submission deadline 31 Jul 2021
| 1 articles
Keywords: Reinforcement learning; Q-leanring; Temporal differences; Markovien decision processes; Deep reinforcement learning; Deep Q-network algorithm; Policy optimisation; Policy based reinforcement learning; Actor-critic RL algorithms
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Innovative Algorithms Trend to Artificial Intelligence and Internet of Things
submission deadline 31 Jul 2021
| 1 articles
(This special issue belongs to the Section Evolutionary Algorithms and Machine Learning)
Algorithms and Models for Dynamic Multiple Criteria Decision Making
submission deadline 1 Aug 2021
| 2 articles
Advances in Complex Network Models and Random Graphs
submission deadline 15 Aug 2021
Keywords: Applications of Graph Theory; Community detection; Complex Networks; Controllability; Consensus; Epidemiology; Malicious attacks; Network dynamics; Optimization; Random Graphs; Robustness; Searching in networks
(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)
Algorithms for Low-Power Wide-Area Network (LPWAN)
submission deadline 15 Aug 2021
(This special issue belongs to the Section Analysis of Algorithms and Complexity Theory)
Identification and Analysis of Dynamic Structures in Complex Systems: Algorithms and Applications
submission deadline 15 Aug 2021
Keywords: Detecting integrated dynamical structures; Statistical approaches to complex system analysis; Information theory methods for studying the dynamics of complex systems; Studying the emergence and dynamics of meso-level structures; Studying the emergence of boundaries, sensors, and actuators; Discovering, designing, and driving hidden dynamical structures; Machine learning methods for studying the dynamics of complex systems; Relationships between big data and complex systems analysis; Data analysis and machine learning methods drawing inspiration from complex system analysis
New Advances in Securing Data and Big Data
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 Analysis of Algorithms and Complexity Theory)
Information Fusion in Medical Image Computing
submission deadline 15 Aug 2021
(This special issue belongs to the Section Analysis of Algorithms and Complexity Theory)
Inductive Logic Programming: Theory, Algorithms and Applications
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
Optimization Algorithms for Graphs and Complex Networks
submission deadline 31 Aug 2021
Keywords: multilevel refinement; coarsening/contraction/reduction; graph partitioning; graph clustering/community detection; graph drawing/visualisation; combinatorial optimisation; complex networks
(This special issue belongs to the Section Combinatorial Optimization, Graph, and Network Algorithms)
Algorithms for Convex Optimization
submission deadline 31 Aug 2021
Heuristic Algorithms in Combinatorial Optimization and Network Science
submission deadline 1 Sep 2021
Evolutionary Algorithms and Applications
submission deadline 12 Sep 2021
| 1 articles
Ontologies, Ontology Development and Evaluation
submission deadline 15 Sep 2021
| 1 articles
Extreme Algorithmics: Analysis of Huge, Noisy, and Dynamic Networked Data
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 Analysis of Algorithms and Complexity Theory)
Algorithmic Game Theory 2021
submission deadline 15 Sep 2021
Algorithms for Large-Scale Data Integration
submission deadline 26 Sep 2021
Natural Language Processing with Tsetlin Machines
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)
State-of-the-Art Algorithms and Their Applications in China
submission deadline 30 Sep 2021
Design of Online and Approximation Algorithms
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.