| 2023 | EUSFLAT | A Fuzzy Cognitive Map Learning Approach for Coronary Artery Disease Diagnosis in Nuclear Medicine. | Anna Feleki, Ioannis D. Apostolopoulos, Konstantinos Papageorgiou, Elpiniki I. Papageorgiou, Dimitris J. Apostolopoulos, Nikolaos I. Papandrianos |
| 2018 | ICTAI | Implementing Fuzzy Cognitive Maps with Neural Networks for Natural Gas Prediction. | Katarzyna Poczeta, Elpiniki I. Papageorgiou |
| 2016 | FedCSIS | An Economic Decision Support System based on Fuzzy Cognitive Maps with Evolutionary Learning Algorithm. | Katarzyna Poczeta, Lukasz Kubus, Alexander Yastrebov, Elpiniki I. Papageorgiou |
| 2015 | FedCSIS | Learning fuzzy cognitive maps using Structure Optimization Genetic Algorithm. | Katarzyna Poczeta, Alexander Yastrebov, Elpiniki I. Papageorgiou |
| 2011 | WETICE | Comparison of Machine Learning Techniques using the WEKA Environment for Prostate Cancer Therapy Plan. | Nikolaos Mallios, Elpiniki I. Papageorgiou, Michael Samarinas |
| 2010 | WETICE | A Hybrid Classification Algorithm Evaluated on Medical Data. | Ioannis Michelakos, Elpiniki I. Papageorgiou, Michael Vassilakopoulos |
| 2010 | WETICE | A Study of cAnt-Miner2 Parameters Using Medical Data Sets. | Ioannis Michelakos, Elpiniki I. Papageorgiou, Michael Vassilakopoulos |
| 2009 | ISMIS | Medical Decision Making through Fuzzy Computational Intelligent Approaches. | Elpiniki I. Papageorgiou |
| 2009 | ISMIS | Fuzzy Cognitive Map Based Approach for Assessing Pulmonary Infections. | Elpiniki I. Papageorgiou, Nikolaos I. Papandrianos, Georgia Karagianni, G. Kyriazopoulos, Dimitrios Sfyras |
| 2004 | IJCNN | The challenge of using unsupervised learning algorithms for fuzzy cognitive maps. | Elpiniki I. Papageorgiou, Chrysostomos D. Stylios, Peter P. Groumpos |
| 2003 | CEC | A first study of fuzzy cognitive maps learning using particle swarm optimization. | Konstantinos E. Parsopoulos, Elpiniki I. Papageorgiou, Peter P. Groumpos, Michael N. Vrahatis |