Ioannis G. Tsoulos

According to our database, Ioannis G. Tsoulos authored at least 66 papers between 2002 and 2024.

Collaborative distances:

• Dijkstra number of five.
• Erdős number of four.

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., February, 2024

Numerical Algorithms in III-V Semiconductor Heterostructures.

Ioannis G. Tsoulos, Vasilis Stavrou

Algorithms, 2024

Special Issue "Algorithms in Data Classification".

Ioannis G. Tsoulos

Algorithms, 2024

2023

An Improved Parallel Particle Swarm Optimization.

Vasileios Charilogis, Ioannis G. Tsoulos, Alexandros T. Tzallas

SN Comput. Sci., November, 2023

Constructing the Bounds for Neural Network Training Using Grammatical Evolution.

Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis

Comput., October, 2023

An Intelligent Technique for Initial Distribution of Genetic Algorithms.

Vasileios Charilogis, Ioannis G. Tsoulos, Vasilis Stavrou

Axioms, October, 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., September, 2023

Classification of CO Environmental Parameter for Air Pollution Monitoring with Grammatical Evolution.

Evangelos D. Spyrou, Chrysostomos D. Stylios, Ioannis G. Tsoulos

Algorithms, June, 2023

Bound the Parameters of Neural Networks Using Particle Swarm Optimization.

Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis, Dimitrios G. Tsalikakis

Comput., April, 2023

COVID-19 Predictive Models Based on Grammatical Evolution.

Ioannis G. Tsoulos, Chrysostomos D. Stylios, Vlasis Charalampous

SN Comput. Sci., March, 2023

NeuralMinimizer: A Novel Method for Global Optimization.

Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis, Dimitrios G. Tsalikakis

Inf., February, 2023

Train RBF networks with a hybrid genetic algorithm.

Ioannis G. Tsoulos, Nikolaos P. Anastasopoulos, Georgios Ntritsos, Alexandros T. Tzallas

Evol. Intell., February, 2023

Locating the Parameters of RBF Networks Using a Hybrid Particle Swarm Optimization Method.

Ioannis G. Tsoulos, Vasileios Charilogis

Algorithms, February, 2023

Distributed Denial of Service Classification for Software-Defined Networking Using Grammatical Evolution.

Evangelos D. Spyrou, Ioannis G. Tsoulos, Chrysostomos D. Stylios

Future Internet, 2023

2022

Prediction of COVID-19 Cases Using Constructed Features by Grammatical Evolution.

Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis

Symmetry, 2022

Modifications for the Differential Evolution Algorithm.

Vasileios Charilogis, Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis

Symmetry, 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

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

Toward an Ideal Particle Swarm Optimizer for Multidimensional Functions.

Vasileios Charilogis, Ioannis G. Tsoulos

Inf., 2022

An improved multi-start-based method for global optimisation problems.

Ioannis G. Tsoulos, Alexandros T. Tzallas

Int. J. Comput. Intell. Stud., 2022

MinCentre: using clustering in global optimisation.

Vasileios Charilogis, Ioannis G. Tsoulos

Int. J. Comput. Intell. Stud., 2022

RbfDeSolver: A Software Tool to Approximate Differential Equations Using Radial Basis Functions.

Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis

Axioms, 2022

QFC: A Parallel Software Tool for Feature Construction, Based on Grammatical Evolution.

Ioannis G. Tsoulos

Algorithms, 2022

2021

Transformations for FIR and IIR Filters' Design.

Vasilis Stavrou, Ioannis G. Tsoulos, Nikos E. Mastorakis

Symmetry, 2021

An Improved Controlled Random Search Method.

Vasileios Charilogis, Ioannis G. Tsoulos, Alexandros T. Tzallas, Nikolaos P. Anastasopoulos

Symmetry, 2021

GenClass: A parallel tool for data classification based on Grammatical Evolution.

Nikolaos P. Anastasopoulos, Ioannis G. Tsoulos, Alexandros T. Tzallas

SoftwareX, 2021

A Novel Sampling Technique for Multistart-Based Methods.

Ioannis G. Tsoulos, Evangelos Karvounis, Alexandros T. Tzallas

SN Comput. Sci., 2021

Improving the PSO method for global optimization problems.

Ioannis G. Tsoulos, Alexandros T. Tzallas, Evaggelos Karvounis

Evol. Syst., 2021

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

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

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

Creating classification rules using grammatical evolution.

Ioannis G. Tsoulos

Int. J. Comput. Intell. Stud., 2020

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

GenConstraint: A programming tool for constraint optimization problems.

Ioannis G. Tsoulos, Vasileios P. Stavrou, Nikolaos E. Mastorakis, Dimitrios G. Tsalikakis

SoftwareX, 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

DiracSolver: A tool for solving the Dirac equation.

Ioannis G. Tsoulos, Odysseas T. Kosmas, Vasilis Stavrou

Comput. Phys. Commun., 2019

2018

Evolutionary Based Weight Decaying Method for Neural Network Training.

Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis

Neural Process. Lett., 2018

2017

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

2016

PDoublePop: An implementation of parallel genetic algorithm for function optimization.

Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis

Comput. Phys. Commun., 2016

2015

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

2014

A-Class: a novel classification method.

Ioannis G. Tsoulos, Alexandros T. Tzallas, Euripidis Glavas

Proceedings of the 18th Panhellenic Conference on Informatics, 2014

2013

Building Interactive Books Using EPUB and HTML5.

Dimitris Gavrilis, Stavros Angelis, Ioannis G. Tsoulos

Proceedings of the Ambient Media and Systems - Third International ICST Conference, 2013

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

Eucb: A C++ program for molecular dynamics trajectory analysis.

Ioannis G. Tsoulos, Athanassios Stavrakoudis

Comput. Phys. Commun., 2011

2010

Enhancing PSO methods for global optimization.

Ioannis G. Tsoulos, Athanassios Stavrakoudis

Appl. Math. Comput., 2010

2009

Solving differential equations with constructed neural networks.

Ioannis G. Tsoulos, Dimitris Gavrilis, Euripidis Glavas

Neurocomputing, 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 constrained optimization problems using a novel genetic algorithm.

Ioannis G. Tsoulos

Appl. Math. Comput., 2009

2008

Selecting and constructing features using grammatical evolution.

Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas

Pattern Recognit. Lett., 2008

Neural network construction and training using grammatical evolution.

Ioannis G. Tsoulos, Dimitris Gavrilis, Euripidis Glavas

Neurocomputing, 2008

MinFinder v2.0: An improved version of MinFinder.

Ioannis G. Tsoulos, Isaac E. Lagaris

Comput. Phys. Commun., 2008

GenMin: An enhanced genetic algorithm for global optimization.

Ioannis G. Tsoulos, Isaac E. Lagaris

Comput. Phys. Commun., 2008

Modifications of real code genetic algorithm for global optimization.

Ioannis G. Tsoulos

Appl. Math. Comput., 2008

Stopping rules for box-constrained stochastic global optimization.

Isaac E. Lagaris, Ioannis G. Tsoulos

Appl. Math. Comput., 2008

2007

GDF v2.0, an enhanced version of GDF.

Ioannis G. Tsoulos, Dimitris Gavrilis, Evangelos Dermatas

Comput. Phys. Commun., 2007

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

2006

Καθολική βελτιστοποίηση: μέθοδοι, λογισμικό και εφαρμογές

Ioannis G. Tsoulos

PhD thesis, 2006

Solving differential equations with genetic programming.

Ioannis G. Tsoulos, Isaac E. Lagaris

Genet. Program. Evolvable Mach., 2006

GenAnneal: Genetically modified Simulated Annealing.

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

Genetically controlled random search: a global optimization method for continuous multidimensional functions.

Ioannis G. Tsoulos, Isaac E. Lagaris

Comput. Phys. Commun., 2006

GDF: A tool for function estimation through grammatical evolution.

Ioannis G. Tsoulos, Dimitris Gavrilis, Evangelos Dermatas

Comput. Phys. Commun., 2006

Neural Recognition and Genetic Features Selection for Robust Detection of E-Mail Spam.

Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas

Proceedings of the Advances in Artificial Intelligence, 4th Helenic Conference on AI, 2006

2005

Neural Splines: Exploiting Parallelism for Fuction Approximation Using Modular Neural Networks.

Ioannis G. Tsoulos, Isaac E. Lagaris, Aristidis Likas

Neural Parallel Sci. Comput., 2005

2004

Feature Selection for Robust Detection of Distributed Denial-of-Service Attacks Using Genetic Algorithms.

Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas

Proceedings of the Methods and Applications of Artificial Intelligence, 2004

2002

Piecewise Neural Networks for Function Approximation, Cast in a Form Suitable for Parallel Computation.

Ioannis G. Tsoulos, Isaac E. Lagaris, Aristidis Likas

Proceedings of the Methods and Applications of Artificial Intelligence, 2002