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ORCIDIoannis G. Tsoulos
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2020 – today
- 2024
[j66]Ioannis G. Tsoulos:
Special Issue "Algorithms in Data Classification". Algorithms 17(1): 5 (2024)- [j65]Ioannis G. Tsoulos
, Vasilis Stavrou:
Numerical Algorithms in III-V Semiconductor Heterostructures. Algorithms 17(1): 44 (2024) - [j64]Vasileios Charilogis, Ioannis G. Tsoulos, Anna Maria Gianni:
Combining Parallel Stochastic Methods and Mixed Termination Rules in Optimization. Algorithms 17(9): 394 (2024) - [j63]Ioannis G. Tsoulos, Vasileios N. Stavrou, Dimitrios G. Tsalikakis:
Using Artificial Neural Networks to Solve the Gross-Pitaevskii Equation. Axioms 13(10): 711 (2024) - [j62]Glykeria Kyrou, Vasileios Charilogis, Ioannis G. Tsoulos:
EOFA: An Extended Version of the Optimal Foraging Algorithm for Global Optimization Problems. Comput. 12(8): 158 (2024) - [j61]Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis:
Applying Bounding Techniques on Grammatical Evolution. Comput. 13(5): 111 (2024) - [j60]Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis:
Using Optimization Techniques in Grammatical Evolution. Future Internet 16(5): 172 (2024) - [j59]Spiridoula V. Margariti, Ioannis G. Tsoulos, Evangelia Kiousi, Eleftherios Stergiou:
Traffic Classification in Software-Defined Networking Using Genetic Programming Tools. Future Internet 16(9): 338 (2024) - [j58]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): 83 (2024) - 2023
- [j57]Ioannis G. Tsoulos, Vasileios Charilogis:
Locating the Parameters of RBF Networks Using a Hybrid Particle Swarm Optimization Method. Algorithms 16(2): 71 (2023) - [j56]Evangelos D. Spyrou, Chrysostomos D. Stylios, Ioannis G. Tsoulos:
Classification of CO Environmental Parameter for Air Pollution Monitoring with Grammatical Evolution. Algorithms 16(6): 300 (2023) - [j55]Vasileios Charilogis, Ioannis G. Tsoulos, Vasilis Stavrou:
An Intelligent Technique for Initial Distribution of Genetic Algorithms. Axioms 12(10): 980 (2023) - [j54]Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis, Dimitrios G. Tsalikakis:
Bound the Parameters of Neural Networks Using Particle Swarm Optimization. Comput. 12(4): 82 (2023) - [j53]Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis:
Constructing the Bounds for Neural Network Training Using Grammatical Evolution. Comput. 12(11): 226 (2023) - [j52]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: 120079 (2023) - [j51]Ioannis G. Tsoulos, Nikolaos P. Anastasopoulos, Georgios Ntritsos, Alexandros T. Tzallas:
Train RBF networks with a hybrid genetic algorithm. Evol. Intell. 16(1): 375-381 (2023) - [j50]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): 401 (2023) - [j49]Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis, Dimitrios G. Tsalikakis:
NeuralMinimizer: A Novel Method for Global Optimization. Inf. 14(2): 66 (2023) - [j48]Ioannis G. Tsoulos, Chrysostomos D. Stylios, Vlasis Charalampous:
COVID-19 Predictive Models Based on Grammatical Evolution. SN Comput. Sci. 4(2): 191 (2023) - [j47]Vasileios Charilogis, Ioannis G. Tsoulos, Alexandros T. Tzallas:
An Improved Parallel Particle Swarm Optimization. SN Comput. Sci. 4(6): 766 (2023) - 2022
- [j46]Ioannis G. Tsoulos:
QFC: A Parallel Software Tool for Feature Construction, Based on Grammatical Evolution. Algorithms 15(8): 295 (2022) - [j45]Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis:
RbfDeSolver: A Software Tool to Approximate Differential Equations Using Radial Basis Functions. Axioms 11(6): 294 (2022) - [j44]Vasileios Charilogis, Ioannis G. Tsoulos:
MinCentre: using clustering in global optimisation. Int. J. Comput. Intell. Stud. 11(1): 24-35 (2022) - [j43]Ioannis G. Tsoulos, Alexandros T. Tzallas:
An improved multi-start-based method for global optimisation problems. Int. J. Comput. Intell. Stud. 11(2): 73-93 (2022) - [j42]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): 101 (2022) - [j41]Vasileios Charilogis, Ioannis G. Tsoulos:
Toward an Ideal Particle Swarm Optimizer for Multidimensional Functions. Inf. 13(5): 217 (2022) - [j40]Vasileios Christou, Andreas Miltiadous, Ioannis G. Tsoulos, Evaggelos Karvounis, Katerina D. Tzimourta, Markos G. Tsipouras, Nikolaos P. Anastasopoulos, Alexandros T. Tzallas, Nikolaos Giannakeas:
Evaluating the Window Size's Role in Automatic EEG Epilepsy Detection. Sensors 22(23): 9233 (2022) - [j39]Vasileios Charilogis, Ioannis G. Tsoulos, Alexandros T. Tzallas, Evangelos Karvounis:
Modifications for the Differential Evolution Algorithm. Symmetry 14(3): 447 (2022) - [j38]Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis:
Prediction of COVID-19 Cases Using Constructed Features by Grammatical Evolution. Symmetry 14(10): 2149 (2022) - 2021
- [j37]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: 100078 (2021) - [j36]Ioannis G. Tsoulos, Alexandros T. Tzallas, Evaggelos Karvounis:
Improving the PSO method for global optimization problems. Evol. Syst. 12(4): 875-883 (2021) - [j35]Ioannis G. Tsoulos, Evangelos Karvounis, Alexandros T. Tzallas:
A Novel Sampling Technique for Multistart-Based Methods. SN Comput. Sci. 2(1): 7 (2021) - [j34]Nikolaos P. Anastasopoulos, Ioannis G. Tsoulos, Alexandros T. Tzallas:
GenClass: A parallel tool for data classification based on Grammatical Evolution. SoftwareX 16: 100830 (2021) - [j33]Vasilis Stavrou, Ioannis G. Tsoulos, Nikos E. Mastorakis:
Transformations for FIR and IIR Filters' Design. Symmetry 13(4): 533 (2021) - [j32]Vasileios Charilogis, Ioannis G. Tsoulos, Alexandros T. Tzallas, Nikolaos P. Anastasopoulos:
An Improved Controlled Random Search Method. Symmetry 13(11): 1981 (2021) - 2020
- [j31]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): 146-160 (2020) - [j30]Ioannis G. Tsoulos:
Creating classification rules using grammatical evolution. Int. J. Comput. Intell. Stud. 9(1/2): 161-171 (2020) - [j29]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): 2241-2251 (2020)
2010 – 2019
- 2019
- [j28]Ioannis G. Tsoulos, Odysseas T. Kosmas, Vasilis Stavrou:
DiracSolver: A tool for solving the Dirac equation. Comput. Phys. Commun. 236: 237-243 (2019) - [j27]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: 10 (2019) - [j26]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: 100297 (2019) - [j25]Ioannis G. Tsoulos, Vasileios P. Stavrou, Nikolaos E. Mastorakis, Dimitrios G. Tsalikakis:
GenConstraint: A programming tool for constraint optimization problems. SoftwareX 10: 100355 (2019) - 2018
- [j24]Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis:
Evolutionary Based Weight Decaying Method for Neural Network Training. Neural Process. Lett. 47(2): 463-473 (2018) - 2017
- [j23]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: 61-68 (2017) - 2016
- [j22]Ioannis G. Tsoulos, Alexandros T. Tzallas, Dimitrios G. Tsalikakis:
PDoublePop: An implementation of parallel genetic algorithm for function optimization. Comput. Phys. Commun. 209: 183-189 (2016) - 2015
- [j21]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: 1-13 (2015) - 2014
- [c5]Ioannis G. Tsoulos, Alexandros T. Tzallas, Euripidis Glavas:
A-Class: a novel classification method. Panhellenic Conference on Informatics 2014: 42:1-42:2 - 2013
- [c4]Dimitris Gavrilis, Stavros Angelis, Ioannis G. Tsoulos:
Building Interactive Books Using EPUB and HTML5. AMBI-SYS 2013: 31-40 - 2011
- [j20]Ioannis G. Tsoulos, Athanassios Stavrakoudis:
Eucb: A C++ program for molecular dynamics trajectory analysis. Comput. Phys. Commun. 182(3): 834-841 (2011) - [j19]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): 9991-9999 (2011) - 2010
- [j18]Ioannis G. Tsoulos, Athanassios Stavrakoudis:
Enhancing PSO methods for global optimization. Appl. Math. Comput. 216(10): 2988-3001 (2010)
2000 – 2009
- 2009
- [j17]Ioannis G. Tsoulos:
Solving constrained optimization problems using a novel genetic algorithm. Appl. Math. Comput. 208(1): 273-283 (2009) - [j16]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): 12210-12213 (2009) - [j15]Ioannis G. Tsoulos, Dimitris Gavrilis, Euripidis Glavas:
Solving differential equations with constructed neural networks. Neurocomputing 72(10-12): 2385-2391 (2009) - 2008
- [j14]Isaac E. Lagaris, Ioannis G. Tsoulos:
Stopping rules for box-constrained stochastic global optimization. Appl. Math. Comput. 197(2): 622-632 (2008) - [j13]Ioannis G. Tsoulos:
Modifications of real code genetic algorithm for global optimization. Appl. Math. Comput. 203(2): 598-607 (2008) - [j12]Ioannis G. Tsoulos, Isaac E. Lagaris:
GenMin: An enhanced genetic algorithm for global optimization. Comput. Phys. Commun. 178(11): 843-851 (2008) - [j11]Ioannis G. Tsoulos, Isaac E. Lagaris:
MinFinder v2.0: An improved version of MinFinder. Comput. Phys. Commun. 179(8): 614-615 (2008) - [j10]Ioannis G. Tsoulos, Dimitris Gavrilis, Euripidis Glavas:
Neural network construction and training using grammatical evolution. Neurocomputing 72(1-3): 269-277 (2008) - [j9]Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas:
Selecting and constructing features using grammatical evolution. Pattern Recognit. Lett. 29(9): 1358-1365 (2008) - 2007
- [j8]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): 69-79 (2007) - [j7]Ioannis G. Tsoulos, Dimitris Gavrilis, Evangelos Dermatas:
GDF v2.0, an enhanced version of GDF. Comput. Phys. Commun. 177(12): 976-977 (2007) - 2006
- [b1]Ioannis G. Tsoulos:
Καθολική βελτιστοποίηση: μέθοδοι, λογισμικό και εφαρμογές. University of Ioannina, Greece, 2006 - [j6]Ioannis G. Tsoulos, Isaac E. Lagaris:
Genetically controlled random search: a global optimization method for continuous multidimensional functions. Comput. Phys. Commun. 174(2): 152-159 (2006) - [j5]Ioannis G. Tsoulos, Isaac E. Lagaris:
MinFinder: Locating all the local minima of a function. Comput. Phys. Commun. 174(2): 166-179 (2006) - [j4]Ioannis G. Tsoulos, Dimitris Gavrilis, Evangelos Dermatas:
GDF: A tool for function estimation through grammatical evolution. Comput. Phys. Commun. 174(7): 555-559 (2006) - [j3]Ioannis G. Tsoulos, Isaac E. Lagaris:
GenAnneal: Genetically modified Simulated Annealing. Comput. Phys. Commun. 174(10): 846-851 (2006) - [j2]Ioannis G. Tsoulos, Isaac E. Lagaris:
Solving differential equations with genetic programming. Genet. Program. Evolvable Mach. 7(1): 33-54 (2006) - [c3]Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas:
Neural Recognition and Genetic Features Selection for Robust Detection of E-Mail Spam. SETN 2006: 498-501 - 2005
- [j1]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): 161-178 (2005) - 2004
- [c2]Dimitris Gavrilis, Ioannis G. Tsoulos, Evangelos Dermatas:
Feature Selection for Robust Detection of Distributed Denial-of-Service Attacks Using Genetic Algorithms. SETN 2004: 276-281 - 2002
- [c1]Ioannis G. Tsoulos, Isaac E. Lagaris, Aristidis Likas:
Piecewise Neural Networks for Function Approximation, Cast in a Form Suitable for Parallel Computation. SETN 2002: 314-324
Coauthor Index
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