Dictionary learning for spontaneous neural activity modeling. - Eirini Troullinou; Grigorios Tsagkatakis; Ganna Palagina; Maria Papadopouli; Stelios Manolis Smirnakis; Panagiotis Tsakalides (EUSIPCO, 2017)

Adversarial dictionary learning for a robust analysis and modelling of spontaneous neuronal activity. - Eirini Troullinou; Grigorios Tsagkatakis; Ganna Palagina; Maria Papadopouli; Stelios Manolis Smirnakis; Panagiotis Tsakalides (Neurocomputing, 2020)

Artificial Neural Networks in Action for an Automated Cell-Type Classification of Biological Neural Networks. - Eirini Troullinou; Grigorios Tsagkatakis; Spyridon Chavlis; Gergely F. Turi; Wen-Ke Li; Attila Losonczy; Panagiotis Tsakalides; Panayiota Poirazi (IEEE Trans. Emerg. Top. Comput. Intell., 2021)

A Generative Neighborhood-Based Deep Autoencoder with an Extended Loss Function for Robust Imbalanced Classification. - Eirini Troullinou; Grigorios Tsagkatakis; Attila Losonczy; Panayiota Poirazi; Panagiotis Tsakalides (ACSSC, 2023)

Learning deep generative models for the enhancement of imbalanced signal classification - Eirini Troullinou (2023)

A Generative Neighborhood-Based Deep Autoencoder for Robust Imbalanced Classification. - Eirini Troullinou; Grigorios Tsagkatakis; Attila Losonczy; Panayiota Poirazi; Panagiotis Tsakalides (IEEE Trans. Artif. Intell., 2024)