Ioannis G. Tsoulos

Publication Activity (10 Years)

Years Active: 2002-2024
Publications (10 Years): 40

Top Topics

Global Optimisation

Grammatical Evolution

Top Venues

Int. J. Comput. Intell. Stud.

Publications

Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis
Using Optimization Techniques in Grammatical Evolution. Future Internet 16 (5) (2024)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis
Applying Bounding Techniques on Grammatical Evolution. Comput. 13 (5) (2024)
Ioannis G. Tsoulos
Special Issue "Algorithms in Data Classification". Algorithms 17 (1) (2024)
Ioannis G. Tsoulos, Vasilis Stavrou
Numerical Algorithms in III-V Semiconductor Heterostructures. Algorithms 17 (1) (2024)
Dimitris Mpouziotas, Jeries Besharat, Ioannis G. Tsoulos, Chrysostomos D. Stylios
AliAmvra - Enhancing Customer Experience through the Application of Machine Learning Techniques for Survey Data Assessment and Analysis. Inf. 15 (2) (2024)
Evangelos D. Spyrou, Chrysostomos D. Stylios, Ioannis G. Tsoulos
Classification of CO Environmental Parameter for Air Pollution Monitoring with Grammatical Evolution. Algorithms 16 (6) (2023)
Evangelos D. Spyrou, Ioannis G. Tsoulos, Chrysostomos D. Stylios
Distributed Denial of Service Classification for Software-Defined Networking Using Grammatical Evolution. Future Internet 15 (12) (2023)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis, Dimitrios G. Tsalikakis
NeuralMinimizer: A Novel Method for Global Optimization. Inf. 14 (2) (2023)
Ioannis G. Tsoulos, Nikolaos P. Anastasopoulos, Georgios Ntritsos, Alexandros T. Tzallas
Train RBF networks with a hybrid genetic algorithm. Evol. Intell. 16 (1) (2023)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis
Constructing the Bounds for Neural Network Training Using Grammatical Evolution. Comput. 12 (11) (2023)
Vasileios Christou, Ioannis G. Tsoulos, Vasileios Loupas, Alexandros T. Tzallas, Christos Gogos, Petros S. Karvelis, Nikolaos Antoniadis, Evripidis Glavas, Nikolaos Giannakeas
Performance and early drop prediction for higher education students using machine learning. Expert Syst. Appl. 225 (2023)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis, Dimitrios G. Tsalikakis
Bound the Parameters of Neural Networks Using Particle Swarm Optimization. Comput. 12 (4) (2023)
Vasileios Charilogis, Ioannis G. Tsoulos, Vasilis Stavrou
An Intelligent Technique for Initial Distribution of Genetic Algorithms. Axioms 12 (10) (2023)
Ioannis G. Tsoulos, Chrysostomos D. Stylios, Vlasis Charalampous
COVID-19 Predictive Models Based on Grammatical Evolution. SN Comput. Sci. 4 (2) (2023)
Ioannis G. Tsoulos, Vasileios Charilogis
Locating the Parameters of RBF Networks Using a Hybrid Particle Swarm Optimization Method. Algorithms 16 (2) (2023)
Vasileios Charilogis, Ioannis G. Tsoulos, Alexandros T. Tzallas
An Improved Parallel Particle Swarm Optimization. SN Comput. Sci. 4 (6) (2023)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis
RbfDeSolver: A Software Tool to Approximate Differential Equations Using Radial Basis Functions. Axioms 11 (6) (2022)
Vasileios Charilogis, Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis
Modifications for the Differential Evolution Algorithm. Symmetry 14 (3) (2022)
Ioannis G. Tsoulos
QFC: A Parallel Software Tool for Feature Construction, Based on Grammatical Evolution. Algorithms 15 (8) (2022)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis
Prediction of COVID-19 Cases Using Constructed Features by Grammatical Evolution. Symmetry 14 (10) (2022)
Ioannis G. Tsoulos, Alexandros T. Tzallas
An improved multi-start-based method for global optimisation problems. Int. J. Comput. Intell. Stud. 11 (2) (2022)
Vasileios Charilogis, Ioannis G. Tsoulos
Toward an Ideal Particle Swarm Optimizer for Multidimensional Functions. Inf. 13 (5) (2022)
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
Automatic Hemiplegia Type Detection (Right or Left) Using the Levenberg-Marquardt Backpropagation Method. Inf. 13 (2) (2022)
Vasileios Charilogis, Ioannis G. Tsoulos
MinCentre: using clustering in global optimisation. Int. J. Comput. Intell. Stud. 11 (1) (2022)
Ioannis G. Tsoulos, Evangelos Karvounis, Alexandros T. Tzallas
A Novel Sampling Technique for Multistart-Based Methods. SN Comput. Sci. 2 (1) (2021)
Vasilis Stavrou, Ioannis G. Tsoulos, Nikos E. Mastorakis
Transformations for FIR and IIR Filters' Design. Symmetry 13 (4) (2021)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Evaggelos Karvounis
Improving the PSO method for global optimization problems. Evol. Syst. 12 (4) (2021)
Nikolaos P. Anastasopoulos, Ioannis G. Tsoulos, Alexandros T. Tzallas
GenClass: A parallel tool for data classification based on Grammatical Evolution. SoftwareX 16 (2021)
Alexandros Arjmand, Vasileios Christou, Ioannis G. Tsoulos, Markos G. Tsipouras, Alexandros T. Tzallas, Christos Gogos, Euripidis Glavas, Nikolaos Giannakeas
An evolutionary algorithm-based optimization method for the classification and quantification of steatosis prevalence in liver biopsy images. Array 11 (2021)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Markos G. Tsipouras, Vasileios Christou, Dimitrios G. Tsalikakis
Stopping rules for a parallel genetic algorithm. Int. J. Comput. Intell. Stud. 9 (1/2) (2020)
Ioannis G. Tsoulos
Creating classification rules using grammatical evolution. Int. J. Comput. Intell. Stud. 9 (1/2) (2020)
Nikolaos P. Anastasopoulos, Ioannis G. Tsoulos, Evaggelos Karvounis, Alexandros T. Tzallas
Locate the Bounding Box of Neural Networks with Intervals. Neural Process. Lett. 52 (3) (2020)
Ioannis G. Tsoulos, Odysseas T. Kosmas, Vasilis Stavrou
DiracSolver: A tool for solving the Dirac equation. Comput. Phys. Commun. 236 (2019)
Ioannis G. Tsoulos, Georgia Mitsi, Athanassios Stavrakoudis, Spyros Papapetropoulos
Application of Machine Learning in a Parkinson's Disease Digital Biomarker Dataset Using Neural Network Construction (NNC) Methodology Discriminates Patient Motor Status. Frontiers ICT 6 (2019)
Ioannis G. Tsoulos, Vasileios P. Stavrou, Nikolaos E. Mastorakis, Dimitrios G. Tsalikakis
GenConstraint: A programming tool for constraint optimization problems. SoftwareX 10 (2019)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis
NNC: A tool based on Grammatical Evolution for data classification and differential equation solving. SoftwareX 10 (2019)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis
Evolutionary Based Weight Decaying Method for Neural Network Training. Neural Process. Lett. 47 (2) (2018)
Markos G. Tsipouras, Nikolaos Giannakeas, Alexandros T. Tzallas, Zoe E. Tsianou, Pinelopi Manousou, Andrew Hall, Ioannis G. Tsoulos, Epameinondas Tsianos
A methodology for automated CPA extraction using liver biopsy image analysis and machine learning techniques. Comput. Methods Programs Biomed. 140 (2017)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis
PDoublePop: An implementation of parallel genetic algorithm for function optimization. Comput. Phys. Commun. 209 (2016)
Fardin Ahmadizar, Khabat Soltanian, Fardin Akhlaghian Tab, Ioannis G. Tsoulos
Artificial neural network development by means of a novel combination of grammatical evolution and genetic algorithm. Eng. Appl. Artif. Intell. 39 (2015)
Ioannis G. Tsoulos, Alexandros T. Tzallas, Euripidis Glavas
A-Class: a novel classification method. Panhellenic Conference on Informatics (2014)
Dimitris Gavrilis, Stavros Angelis, Ioannis G. Tsoulos
Building Interactive Books Using EPUB and HTML5. AMBI-SYS (2013)
Ioannis G. Tsoulos, Athanassios Stavrakoudis
Eucb: A C++ program for molecular dynamics trajectory analysis. Comput. Phys. Commun. 182 (3) (2011)
Otis Smart, Ioannis G. Tsoulos, Dimitris Gavrilis, George K. Georgoulas
Grammatical evolution for features of epileptic oscillations in clinical intracranial electroencephalograms. Expert Syst. Appl. 38 (8) (2011)
Ioannis G. Tsoulos, Athanassios Stavrakoudis
Enhancing PSO methods for global optimization. Appl. Math. Comput. 216 (10) (2010)
G. V. Papamokos, Ioannis G. Tsoulos, I. N. Demetropoulos, Euripidis Glavas
Location of amide I mode of vibration in computed data utilizing constructed neural networks. Expert Syst. Appl. 36 (10) (2009)
Ioannis G. Tsoulos, Dimitris Gavrilis, Euripidis Glavas
Solving differential equations with constructed neural networks. Neurocomputing 72 (10-12) (2009)
Ioannis G. Tsoulos
Solving constrained optimization problems using a novel genetic algorithm. Appl. Math. Comput. 208 (1) (2009)
Ioannis G. Tsoulos, Isaac E. Lagaris
MinFinder v2.0: An improved version of MinFinder. Comput. Phys. Commun. 179 (8) (2008)
Ioannis G. Tsoulos, Dimitris Gavrilis, Euripidis Glavas
Neural network construction and training using grammatical evolution. Neurocomputing 72 (1-3) (2008)
Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas
Selecting and constructing features using grammatical evolution. Pattern Recognit. Lett. 29 (9) (2008)
Ioannis G. Tsoulos
Modifications of real code genetic algorithm for global optimization. Appl. Math. Comput. 203 (2) (2008)
Ioannis G. Tsoulos, Isaac E. Lagaris
GenMin: An enhanced genetic algorithm for global optimization. Comput. Phys. Commun. 178 (11) (2008)
Isaac E. Lagaris, Ioannis G. Tsoulos
Stopping rules for box-constrained stochastic global optimization. Appl. Math. Comput. 197 (2) (2008)
Ioannis G. Tsoulos, Dimitris Gavrilis, Evangelos Dermatas
GDF v2.0, an enhanced version of GDF. Comput. Phys. Commun. 177 (12) (2007)
George K. Georgoulas, Dimitris Gavrilis, Ioannis G. Tsoulos, Chrysostomos D. Stylios, João Bernardes, Peter P. Groumpos
Novel approach for fetal heart rate classification introducing grammatical evolution. Biomed. Signal Process. Control. 2 (2) (2007)
Ioannis G. Tsoulos, Isaac E. Lagaris
GenAnneal: Genetically modified Simulated Annealing. Comput. Phys. Commun. 174 (10) (2006)
Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas
Neural Recognition and Genetic Features Selection for Robust Detection of E-Mail Spam. SETN (2006)
Ioannis G. Tsoulos, Dimitris Gavrilis, Evangelos Dermatas
GDF: A tool for function estimation through grammatical evolution. Comput. Phys. Commun. 174 (7) (2006)
Ioannis G. Tsoulos, Isaac E. Lagaris
Genetically controlled random search: a global optimization method for continuous multidimensional functions. Comput. Phys. Commun. 174 (2) (2006)
Ioannis G. Tsoulos, Isaac E. Lagaris
Solving differential equations with genetic programming. Genet. Program. Evolvable Mach. 7 (1) (2006)
Ioannis G. Tsoulos, Isaac E. Lagaris
MinFinder: Locating all the local minima of a function. Comput. Phys. Commun. 174 (2) (2006)
Ioannis G. Tsoulos, Isaac E. Lagaris, Aristidis Likas
Neural Splines: Exploiting Parallelism for Fuction Approximation Using Modular Neural Networks. Neural Parallel Sci. Comput. 13 (2) (2005)
Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas
Feature Selection for Robust Detection of Distributed Denial-of-Service Attacks Using Genetic Algorithms. SETN (2004)
Ioannis G. Tsoulos, Isaac E. Lagaris, Aristidis Likas
Piecewise Neural Networks for Function Approximation, Cast in a Form Suitable for Parallel Computation. SETN (2002)