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I

Ioannis G. Tsoulos

university of ioannina

22H-index
170Paper Count
1.9KCitation Count
Published Papers 45
Publication Date
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Exploratory Landscape Analysis for Meta-Learning-Based Algorithm Selection in Continuous Optimization
errMachine Learning and Knowledge Extraction
IF6
err2026-10-01
err0
errOAAI
errVasileios Charilogis; Ioannis G. Tsoulos; Anna Maria Gianni
errShare
errSave
ARQ2: Toward Stability-Aware Hybrid Optimization on Complex and Noisy Search Problems
errSymmetry-Basel
IF2.2
err2026-05-15
err1
PREAI
errCharilogis, Vasileios; Tsoulos, Ioannis G.; Gianni, Anna Maria
errShare
errSave
Healing Intelligence: A Bio-Inspired Metaheuristic Optimization Method Using Recovery Dynamics
errFuture Internet
IF3.6
err2026-03-03
err0
errOAAI
errVasileios Charilogis; Ioannis G. Tsoulos
errShare
errSave
TRIDENT-DE: Triple-Operator Differential Evolution with Adaptive Restarts and Greedy Refinement
errFuture Internet
IF3.6
err2026-03-03
err0
errOAAI
errVasileios Charilogis; Ioannis G. Tsoulos; Anna Maria Gianni
errShare
errSave
Maritime Training Through Virtual Reality: System Design and Research Roadmap
errEXTENDED REALITY, XR SALENTO 2025, PT I
IF0
err2026-01-01
err0
PREAI
errGeorgiou, Panagiotis; Pachoulas, George; Christopoulos, Athanasios; Stylios, Chrysostomos; Tsoulos, Ioannis
errShare
errSave
Constructing Artificial Features with Grammatical Evolution for the Motor Symptoms of Parkinson’s Disease
errBioengineering 2025, Vol. 12, Page 1318
IF3.7
err2025-12-02
err0
errOAAI
errAimilios Psathas; Ioannis G. Tsoulos; Nikolaos Giannakeas; Alexandros Tzallas; Vasileios Charilogis
errShare
errSave
ARQ: A Cohesive Optimization Design for Stable Performance on Noisy Landscapes
errAPPLIED SCIENCES-BASEL
IF2.5
err2025-11-17
err0
PREAI
errCharilogis, Vasileios; Tsoulos, Ioannis G.; Gianni, Anna Maria; Tsalikakis, Dimitrios
errShare
errSave
Classification of Earthquakes Using Grammatical Evolution
errALGORITHMS
IF2.1
err2025-11-10
err0
errOAAI
errKopitsa, Constantina; Tsoulos, Ioannis G.; Charilogis, Vasileios; Stylios, Chrysostomos
errShare
errSave
From Initialization to Convergence: A Three-Stage Technique for Robust RBF Network Training
errAI 2025, Vol. 6, Page 280
IF5
err2025-11-01
err0
errOAAI
errIoannis G. Tsoulos; Vasileios Charilogis; Dimitrios Tsalikakis
errShare
errSave
Predicting the Forest Fire Duration Enriched with Meteorological Data Using Feature Construction Techniques
errSYMMETRY-BASEL
IF2.2
err2025-10-22
err0
PREAI
errKopitsa, Constantina; Tsoulos, Ioannis G.; Miltiadous, Andreas; Charilogis, Vasileios
errShare
errSave
The SIOA Algorithm: A Bio-Inspired Approach for Efficient Optimization
errAppliedMath
IF0.7
err2025-10-04
err0
PREAI
errCharilogis, Vasileios; Tsoulos, Ioannis G.; Tsalikakis, Dimitrios; Gianni, Anna Maria
errShare
errSave
Improving the Performance of Constructed Neural Networks with a Pre-Train Phase
errSYMMETRY-BASEL
IF2.2
err2025-09-19
err0
errOAAI
errTsoulos, Ioannis G.; Charilogis, Vasileios; Tsalikakis, Dimitrios
errShare
errSave
Combining Constructed Artificial Neural Networks with Parameter Constraint Techniques to Achieve Better Generalization Properties
errSYMMETRY-BASEL
IF2.2
err2025-09-17
err0
errOAAI
errTsoulos, Ioannis G.; Charilogis, Vasileios; Tsalikakis, Dimitrios
errShare
errSave
Predicting the Damage of Urban Fires with Grammatical Evolution
errbig data and cognitive computing
IF0
err2025-07-29
err0
errOAAI
errConstantina Kopitsa; Ioannis G. Tsoulos; Andreas Miltiadous; Vasileios Charilogis
errShare
errSave
Introducing a New Genetic Operator Based on Differential Evolution for the Effective Training of Neural Networks
errCOMPUTERS
IF4.2
err2025-03-28
err0
errOAAI
errTsoulos, Ioannis G.; Charilogis, Vasileios; Tsalikakis, Dimitrios
errShare
errSave
Training Neural Networks with a Procedure Guided by BNF Grammars
errBIG DATA AND COGNITIVE COMPUTING
IF4.4
err2025-01-02
err0
errOAAI
errTsoulos, Ioannis G.; Charilogis, Vasileios
errShare
errSave
Adapting the Parameters of RBF Networks Using Grammatical Evolution
errAI
IF5
err2023-12-11
err0
errOAAI
errTsoulos, Ioannis G.; Tzallas, Alexandros; Karvounis, Evangelos
errShare
errSave
Performance and early drop prediction for higher education students using machine learning
errEXPERT SYSTEMS WITH APPLICATIONS
IF7.5
err2023-09-01
err9
PREAI
errChristou, Vasileios; Tsoulos, Ioannis; Loupas, Vasileios; Tzallas, Alexandros T.; Gogos, Christos; Karvelis, Petros S.; Antoniadis, Nikolaos; Glavas, Evripidis; Giannakeas, Nikolaos
errShare
errSave
Training Artificial Neural Networks Using a Global Optimization Method That Utilizes Neural Networks
errAI
IF5
err2023-07-20
err2
errOAAI
errTsoulos, Ioannis G.; Tzallas, Alexandros
errShare
errSave
Evaluating the Window Size's Role in Automatic EEG Epilepsy Detection
errSENSORS
IF3.5
err2022-11-27
err12
errOAAI
errChristou, Vasileios; Miltiadous, Andreas; Tsoulos, Ioannis; Karvounis, Evaggelos; Tzimourta, Katerina D.; Tsipouras, Markos G.; Anastasopoulos, Nikolaos; Tzallas, Alexandros T.; Giannakeas, Nikolaos
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errSave

Research Directions

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Co-authors
Cooperation Journals
S
Stafford L. Lightman
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E
Epameinondas V. Tsianos
H-index: 46 · Papers: 375
P
Pinelopi Manousou
H-index: 42 · Papers: 267
A
Andrew Hall
H-index: 40 · Papers: 140
P
Petros Skapinakis
H-index: 40 · Papers: 160
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