Piecewise Neural Networks for Function Approximation, Cast in a Form Suitable for Parallel Computation. - Ioannis G. Tsoulos; Isaac E. Lagaris; Aristidis Likas (SETN, 2002)

Feature Selection for Robust Detection of Distributed Denial-of-Service Attacks Using Genetic Algorithms. - Dimitris Gavrilis; Ioannis G. Tsoulos; Evangelos Dermatas (SETN, 2004)

Neural Splines: Exploiting Parallelism for Fuction Approximation Using Modular Neural Networks. - Ioannis G. Tsoulos; Isaac E. Lagaris; Aristidis Likas (Neural Parallel Sci. Comput., 2005)

Neural Recognition and Genetic Features Selection for Robust Detection of E-Mail Spam. - Dimitris Gavrilis; Ioannis G. Tsoulos; Evangelos Dermatas (SETN, 2006)

GDF: A tool for function estimation through grammatical evolution. - Ioannis G. Tsoulos; Dimitris Gavrilis; Evangelos Dermatas (Comput. Phys. Commun., 2006)

Genetically controlled random search: a global optimization method for continuous multidimensional functions. - Ioannis G. Tsoulos; Isaac E. Lagaris (Comput. Phys. Commun., 2006)

MinFinder: Locating all the local minima of a function. - Ioannis G. Tsoulos; Isaac E. Lagaris (Comput. Phys. Commun., 2006)

GenAnneal: Genetically modified Simulated Annealing. - Ioannis G. Tsoulos; Isaac E. Lagaris (Comput. Phys. Commun., 2006)

Solving differential equations with genetic programming. - Ioannis G. Tsoulos; Isaac E. Lagaris (Genet. Program. Evolvable Mach., 2006)

Καθολική βελτιστοποίηση: μέθοδοι, λογισμικό και εφαρμογές - Ioannis G. Tsoulos (2006)

Novel approach for fetal heart rate classification introducing grammatical evolution. - George K. Georgoulas; Dimitris Gavrilis; Ioannis G. Tsoulos; Chrysostomos D. Stylios; João Bernardes; Peter P. Groumpos (Biomed. Signal Process. Control., 2007)

GDF v2.0, an enhanced version of GDF. - Ioannis G. Tsoulos; Dimitris Gavrilis; Evangelos Dermatas (Comput. Phys. Commun., 2007)

Stopping rules for box-constrained stochastic global optimization. - Isaac E. Lagaris; Ioannis G. Tsoulos (Appl. Math. Comput., 2008)

Modifications of real code genetic algorithm for global optimization. - Ioannis G. Tsoulos (Appl. Math. Comput., 2008)

GenMin: An enhanced genetic algorithm for global optimization. - Ioannis G. Tsoulos; Isaac E. Lagaris (Comput. Phys. Commun., 2008)

MinFinder v2.0: An improved version of MinFinder. - Ioannis G. Tsoulos; Isaac E. Lagaris (Comput. Phys. Commun., 2008)

Neural network construction and training using grammatical evolution. - Ioannis G. Tsoulos; Dimitris Gavrilis; Euripidis Glavas (Neurocomputing, 2008)

Selecting and constructing features using grammatical evolution. - Dimitris Gavrilis; Ioannis G. Tsoulos; Evangelos Dermatas (Pattern Recognit. Lett., 2008)

Solving constrained optimization problems using a novel genetic algorithm. - Ioannis G. Tsoulos (Appl. Math. Comput., 2009)

Location of amide I mode of vibration in computed data utilizing constructed neural networks. - G. V. Papamokos; Ioannis G. Tsoulos; I. N. Demetropoulos; Euripidis Glavas (Expert Syst. Appl., 2009)

Solving differential equations with constructed neural networks. - Ioannis G. Tsoulos; Dimitris Gavrilis; Euripidis Glavas (Neurocomputing, 2009)

Enhancing PSO methods for global optimization. - Ioannis G. Tsoulos; Athanassios Stavrakoudis (Appl. Math. Comput., 2010)

Eucb: A C++ program for molecular dynamics trajectory analysis. - Ioannis G. Tsoulos; Athanassios Stavrakoudis (Comput. Phys. Commun., 2011)

Grammatical evolution for features of epileptic oscillations in clinical intracranial electroencephalograms. - Otis Smart; Ioannis G. Tsoulos; Dimitris Gavrilis; George K. Georgoulas (Expert Syst. Appl., 2011)

Building Interactive Books Using EPUB and HTML5. - Dimitris Gavrilis; Stavros Angelis; Ioannis G. Tsoulos (AMBI-SYS, 2013)

A-Class: a novel classification method. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Euripidis Glavas (Panhellenic Conference on Informatics, 2014)

Artificial neural network development by means of a novel combination of grammatical evolution and genetic algorithm. - Fardin Ahmadizar; Khabat Soltanian; Fardin Akhlaghian Tab; Ioannis G. Tsoulos (Eng. Appl. Artif. Intell., 2015)

PDoublePop: An implementation of parallel genetic algorithm for function optimization. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Dimitrios G. Tsalikakis (Comput. Phys. Commun., 2016)

A methodology for automated CPA extraction using liver biopsy image analysis and machine learning techniques. - Markos G. Tsipouras; Nikolaos Giannakeas; Alexandros T. Tzallas; Zoe E. Tsianou; Pinelopi Manousou; Andrew Hall; Ioannis G. Tsoulos; Epameinondas Tsianos (Comput. Methods Programs Biomed., 2017)

Evolutionary Based Weight Decaying Method for Neural Network Training. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Dimitrios G. Tsalikakis (Neural Process. Lett., 2018)

DiracSolver: A tool for solving the Dirac equation. - Ioannis G. Tsoulos; Odysseas T. Kosmas; Vasilis Stavrou (Comput. Phys. Commun., 2019)

Application of Machine Learning in a Parkinson's Disease Digital Biomarker Dataset Using Neural Network Construction (NNC) Methodology Discriminates Patient Motor Status. - Ioannis G. Tsoulos; Georgia Mitsi; Athanassios Stavrakoudis; Spyros Papapetropoulos (Frontiers ICT, 2019)

GenConstraint: A programming tool for constraint optimization problems. - Ioannis G. Tsoulos; Vasileios P. Stavrou; Nikolaos E. Mastorakis; Dimitrios G. Tsalikakis (SoftwareX, 2019)

NNC: A tool based on Grammatical Evolution for data classification and differential equation solving. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Dimitrios G. Tsalikakis (SoftwareX, 2019)

Creating classification rules using grammatical evolution. - Ioannis G. Tsoulos (Int. J. Comput. Intell. Stud., 2020)

Stopping rules for a parallel genetic algorithm. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Markos G. Tsipouras; Vasileios Christou; Dimitrios G. Tsalikakis (Int. J. Comput. Intell. Stud., 2020)

Locate the Bounding Box of Neural Networks with Intervals. - Nikolaos P. Anastasopoulos; Ioannis G. Tsoulos; Evaggelos Karvounis; Alexandros T. Tzallas (Neural Process. Lett., 2020)

An evolutionary algorithm-based optimization method for the classification and quantification of steatosis prevalence in liver biopsy images. - Alexandros Arjmand; Vasileios Christou; Ioannis G. Tsoulos; Markos G. Tsipouras; Alexandros T. Tzallas; Christos Gogos; Euripidis Glavas; Nikolaos Giannakeas (Array, 2021)

Improving the PSO method for global optimization problems. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Evaggelos Karvounis (Evol. Syst., 2021)

A Novel Sampling Technique for Multistart-Based Methods. - Ioannis G. Tsoulos; Evangelos Karvounis; Alexandros T. Tzallas (SN Comput. Sci., 2021)

GenClass: A parallel tool for data classification based on Grammatical Evolution. - Nikolaos P. Anastasopoulos; Ioannis G. Tsoulos; Alexandros T. Tzallas (SoftwareX, 2021)

An Improved Controlled Random Search Method. - Vasileios Charilogis; Ioannis G. Tsoulos; Alexandros T. Tzallas; Nikolaos P. Anastasopoulos (Symmetry, 2021)

Transformations for FIR and IIR Filters' Design. - Vasilis Stavrou; Ioannis G. Tsoulos; Nikos E. Mastorakis (Symmetry, 2021)

QFC: A Parallel Software Tool for Feature Construction, Based on Grammatical Evolution. - Ioannis G. Tsoulos (Algorithms, 2022)

RbfDeSolver: A Software Tool to Approximate Differential Equations Using Radial Basis Functions. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Evangelos Karvounis (Axioms, 2022)

MinCentre: using clustering in global optimisation. - Vasileios Charilogis; Ioannis G. Tsoulos (Int. J. Comput. Intell. Stud., 2022)

An improved multi-start-based method for global optimisation problems. - Ioannis G. Tsoulos; Alexandros T. Tzallas (Int. J. Comput. Intell. Stud., 2022)

Toward an Ideal Particle Swarm Optimizer for Multidimensional Functions. - Vasileios Charilogis; Ioannis G. Tsoulos (Inf., 2022)

Automatic Hemiplegia Type Detection (Right or Left) Using the Levenberg-Marquardt Backpropagation Method. - Vasileios Christou; Alexandros Arjmand; Dimitrios Dimopoulos; Dimitrios Varvarousis; Ioannis G. Tsoulos; Alexandros T. Tzallas; Christos Gogos; Markos G. Tsipouras; Evripidis Glavas; Avraam Ploumis; Nikolaos Giannakeas (Inf., 2022)

Evaluating the Window Size's Role in Automatic EEG Epilepsy Detection. - Vasileios Christou; Andreas Miltiadous; Ioannis G. Tsoulos; Evaggelos Karvounis; Katerina D. Tzimourta; Markos G. Tsipouras; Nikolaos P. Anastasopoulos; Alexandros T. Tzallas; Nikolaos Giannakeas (Sensors, 2022)

Modifications for the Differential Evolution Algorithm. - Vasileios Charilogis; Ioannis G. Tsoulos; Alexandros T. Tzallas; Evangelos Karvounis (Symmetry, 2022)

Prediction of COVID-19 Cases Using Constructed Features by Grammatical Evolution. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Dimitrios G. Tsalikakis (Symmetry, 2022)

Distributed Denial of Service Classification for Software-Defined Networking Using Grammatical Evolution. - Evangelos D. Spyrou; Ioannis G. Tsoulos; Chrysostomos D. Stylios (Future Internet, 2023)

Locating the Parameters of RBF Networks Using a Hybrid Particle Swarm Optimization Method. - Ioannis G. Tsoulos; Vasileios Charilogis (Algorithms, 2023)

Train RBF networks with a hybrid genetic algorithm. - Ioannis G. Tsoulos; Nikolaos P. Anastasopoulos; Georgios Ntritsos; Alexandros T. Tzallas (Evol. Intell., 2023)

NeuralMinimizer: A Novel Method for Global Optimization. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Evangelos Karvounis; Dimitrios G. Tsalikakis (Inf., 2023)

COVID-19 Predictive Models Based on Grammatical Evolution. - Ioannis G. Tsoulos; Chrysostomos D. Stylios; Vlasis Charalampous (SN Comput. Sci., 2023)

Bound the Parameters of Neural Networks Using Particle Swarm Optimization. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Evangelos Karvounis; Dimitrios G. Tsalikakis (Comput., 2023)

Classification of CO Environmental Parameter for Air Pollution Monitoring with Grammatical Evolution. - Evangelos D. Spyrou; Chrysostomos D. Stylios; Ioannis G. Tsoulos (Algorithms, 2023)

Performance and early drop prediction for higher education students using machine learning. - Vasileios Christou; Ioannis G. Tsoulos; Vasileios Loupas; Alexandros T. Tzallas; Christos Gogos; Petros S. Karvelis; Nikolaos Antoniadis; Evripidis Glavas; Nikolaos Giannakeas (Expert Syst. Appl., 2023)

An Intelligent Technique for Initial Distribution of Genetic Algorithms. - Vasileios Charilogis; Ioannis G. Tsoulos; Vasilis Stavrou (Axioms, 2023)

Constructing the Bounds for Neural Network Training Using Grammatical Evolution. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Evangelos Karvounis (Comput., 2023)

An Improved Parallel Particle Swarm Optimization. - Vasileios Charilogis; Ioannis G. Tsoulos; Alexandros T. Tzallas (SN Comput. Sci., 2023)

Special Issue "Algorithms in Data Classification". - Ioannis G. Tsoulos (Algorithms, 2024)

Numerical Algorithms in III-V Semiconductor Heterostructures. - Ioannis G. Tsoulos; Vasilis Stavrou (Algorithms, 2024)

Using Artificial Neural Networks to Solve the Gross-Pitaevskii Equation. - Ioannis G. Tsoulos; Vasileios N. Stavrou; Dimitrios G. Tsalikakis (Axioms, 2024)

Predicting the Duration of Forest Fires Using Machine Learning Methods. - Constantina Kopitsa; Ioannis G. Tsoulos; Vasileios Charilogis; Athanassios Stavrakoudis (Future Internet, 2024)

Solving differential equations with global optimisation techniques. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Dimitrios G. Tsalikakis (Int. J. Comput. Intell. Stud., 2024)

AliAmvra - Enhancing Customer Experience through the Application of Machine Learning Techniques for Survey Data Assessment and Analysis. - Dimitris Mpouziotas; Jeries Besharat; Ioannis G. Tsoulos; Chrysostomos D. Stylios (Inf., 2024)

Applying Bounding Techniques on Grammatical Evolution. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Evangelos Karvounis (Comput., 2024)

Using Optimization Techniques in Grammatical Evolution. - Ioannis G. Tsoulos; Alexandros T. Tzallas; Evangelos Karvounis (Future Internet, 2024)

EOFA: An Extended Version of the Optimal Foraging Algorithm for Global Optimization Problems. - Glykeria Kyrou; Vasileios Charilogis; Ioannis G. Tsoulos (Comput., 2024)

Combining Parallel Stochastic Methods and Mixed Termination Rules in Optimization. - Vasileios Charilogis; Ioannis G. Tsoulos; Anna Maria Gianni (Algorithms, 2024)

Traffic Classification in Software-Defined Networking Using Genetic Programming Tools. - Spiridoula V. Margariti; Ioannis G. Tsoulos; Evangelia Kiousi; Eleftherios Stergiou (Future Internet, 2024)

Maritime Training Through Virtual Reality: System Design and Research Roadmap. - Panagiotis Georgiou; George Pachoulas; Athanasios Christopoulos; Chrysostomos D. Stylios; Ioannis G. Tsoulos (XR (1), 2025)

Introducing a New Genetic Operator Based on Differential Evolution for the Effective Training of Neural Networks. - Ioannis G. Tsoulos; Vasileios Charilogis; Dimitrios G. Tsalikakis (Comput., 2025)

OPTIMUS: A Multidimensional Global Optimization Package. - Ioannis G. Tsoulos; Vasileios Charilogis; Glykeria Kyrou; Vasileios N. Stavrou; Alexandros T. Tzallas (J. Open Source Softw., 2025)