Nonlinear alignment and averaging for estimating the evoked potential. - Lalit Gupta; Dennis Molfese; Ravi Tammana; Panagiotis G. Simos (IEEE Trans. Biomed. Eng., 1996)

Modulation of brain magnetic activity by different verbal learning strategies. - Fernando Maestú; Panagiotis G. Simos; Pablo Campo; Alberto Fernández 004; Carlos Amo; Nuria Paul; Javier González-Marqués; Tomás Ortiz (NeuroImage, 2003)

Differential brain activation patterns during perception of voice and tone onset time series: a MEG study. - Andrew C. Papanicolaou; Eduardo M. Castillo; Joshua I. Breier; Robert N. Davis; Panagiotis G. Simos; Randy L. Diehl (NeuroImage, 2003)

Integrating sensory and motor mapping in a comprehensive MEG protocol: Clinical validity and replicability. - Eduardo M. Castillo; Panagiotis G. Simos; James W. Wheless; James E. Baumgartner; Joshua I. Breier; Rebecca L. Billingsley; Shirin Sarkari; Michele E. Fitzgerald; Andrew C. Papanicolaou (NeuroImage, 2004)

Savion: an interactive cognitive enhancement software for the elderly. - E. Papastefanakis; Th. Miliotis; I. Perissinaki; A. Kyriklaki; A. Gargeraki; E. Peteinaraki; Panagiotis G. Simos; S. Panagiotakis; K. Maniorou; Alexandros N. Vgontzas (PETRA, 2011)

Extracting biomarkers of autism from MEG resting-state functional connectivity networks. - Vassilis Tsiaras; Panagiotis G. Simos; Roozbeh Rezaie; Bhavin R. Sheth; Eleftherios Garyfallidis; Eduardo M. Castillo; Andrew C. Papanicolaou (Comput. Biol. Medicine, 2011)

Single-trial linear correlation analysis: application to characterization of stimulus modality effects. - Christoforos Christoforou; Fofi Constantinidou; Panayiota Shoshilou; Panagiotis G. Simos (Frontiers Comput. Neurosci., 2013)

Altered temporal correlations in resting-state connectivity fluctuations in children with reading difficulties detected via MEG. - Stavros I. Dimitriadis; Nikolaos A. Laskaris; Panagiotis G. Simos; Sifis Micheloyannis; Jack M. Fletcher; Roozbeh Rezaie; Andrew C. Papanicolaou (NeuroImage, 2013)

Extraction of facial features as indicators of stress and anxiety. - Matthew Pediaditis; Giorgos A. Giannakakis; Franco Chiarugi; Dimitris Manousos; Anastasia Pampouchidou; Eirini Christinaki; Galateia Iatraki; Eleni Kazantzaki; Panagiotis G. Simos; Kostas Marias; Manolis Tsiknakis (EMBC, 2015)

Designing a framework for assisting depression severity assessment from facial image analysis. - Anastasia Pampouchidou; Kostas Marias; Manolis Tsiknakis; Panagiotis G. Simos; Fan Yang 019; Fabrice Mériaudeau (ICSIPA, 2015)

Exploring students' affect and achievement goals in the context of an intervention to improve web searching skills. - Dionysia Kroustallaki; Theano Kokkinaki; Georgios D. Sideridis; Panagiotis G. Simos (Comput. Hum. Behav., 2015)

Video-based depression detection using local Curvelet binary patterns in pairwise orthogonal planes. - Anastasia Pampouchidou; Kostas Marias; Manolis Tsiknakis; Panagiotis G. Simos; Fan Yang 019; Guillaume Lemaitre; Fabrice Mériaudeau (EMBC, 2016)

Classifying children with reading difficulties from non-impaired readers via symbolic dynamics and complexity analysis of MEG resting-state data. - Stavros I. Dimitriadis; Panagiotis G. Simos; Nikolaos A. Laskaris; Spiros Fotopoulos; Jack M. Fletcher; David E. J. Linden; Andrew C. Papanicolaou (ISSPIT, 2016)

Depression Assessment by Fusing High and Low Level Features from Audio, Video, and Text. - Anastasia Pampouchidou; Olympia Simantiraki; Amir Fazlollahi; Matthew Pediaditis; Dimitris Manousos; Alexandros Roniotis; Giorgos A. Giannakakis; Fabrice Mériaudeau; Panagiotis G. Simos; Kostas Marias; Fan Yang 019; Manolis Tsiknakis (AVEC@ACM Multimedia, 2016)

Preliminary Evaluation of a Web-Oriented Assessment Tool for Emotion Recognition. - Anastasia Pampouchidou; Eleni Kazantzaki; Ioannis Karatzanis; Kostas Marias; Manolis Tsiknakis; Fabrice Mériaudeau; Fan Yang 019; Panagiotis G. Simos (pHealth, 2016)

Facial geometry and speech analysis for depression detection. - Anastasia Pampouchidou; Olympia Simantiraki; Calliope-Marina Vazakopoulou; Charikleia Chatzaki; Matthew Pediaditis; Anna Maridaki; Kostas Marias; Panagiotis G. Simos; Fan Yang 019; Fabrice Mériaudeau; Manolis Tsiknakis (EMBC, 2017)

Data-Driven Topological Filtering Based on Orthogonal Minimal Spanning Trees: Application to Multigroup Magnetoencephalography Resting-State Connectivity. - Stavros I. Dimitriadis; Marios Antonakakis; Panagiotis G. Simos; Jack M. Fletcher; Andrew C. Papanicolaou (Brain Connect., 2017)

Stress and anxiety detection using facial cues from videos. - Giorgos A. Giannakakis; Matthew Pediaditis; Dimitris Manousos; Eleni Kazantzaki; Franco Chiarugi; Panagiotis G. Simos; Kostas Marias; Manolis Tsiknakis (Biomed. Signal Process. Control., 2017)

Quantitative comparison of motion history image variants for video-based depression assessment. - Anastasia Pampouchidou; Matthew Pediaditis; Anna Maridaki; Muhammad Awais 003; Calliope-Marina Vazakopoulou; Stelios Sfakianakis; Manolis Tsiknakis; Panagiotis G. Simos; Kostas Marias; Fan Yang 019; Fabrice Mériaudeau (EURASIP J. Image Video Process., 2017)

Neural foundations of overt and covert actions. - Panagiotis G. Simos; Eleftherios Kavroulakis; Thomas G. Maris; Efrosini Papadaki; Themistoklis Boursianis; Giorgos Kalaitzakis; Helen E. Savaki (NeuroImage, 2017)

Head Movements in Context of Speech during Stress Induction. - Giorgos A. Giannakakis; Dimitris Manousos; Panagiotis G. Simos; Manolis Tsiknakis (FG, 2018)

Video-based Pain Level Assessment: Feature Selection and Inter-Subject Variability Modeling. - Dimitra Bourou; Anastasia Pampouchidou; Manolis Tsiknakis; Kostas Marias; Panagiotis G. Simos (TSP, 2018)

Computational Modeling of Psychological Resilience Trajectories During Breast Cancer Treatment. - Georgios C. Manikis; Ruth Pat-Horenczyk; Dimitrios I. Fotiadis; Manolis Tsiknakis; Panagiotis G. Simos; Konstantina Kourou; Paula Poikonen-Saksela; Haridimos Kondylakis; Evangelos Karademas; Kostas Marias; Dimitrios G. Katehakis; Lefteris Koumakis; et al. (BIBE, 2019)

Developing a Data Infrastructure for Enabling Breast Cancer Women to BOUNCE Back. - Haridimos Kondylakis; Lefteris Koumakis; Dimitrios G. Katehakis; Angelina Kouroubali; Kostas Marias; Manolis Tsiknakis; Panagiotis G. Simos; Evangelos Karademas (CBMS, 2019)

Automatic Assessment of Depression Based on Visual Cues: A Systematic Review. - Anastasia Pampouchidou; Panagiotis G. Simos; Kostas Marias; Fabrice Mériaudeau; Fan Yang 019; Matthew Pediaditis; Manolis Tsiknakis (IEEE Trans. Affect. Comput., 2019)

Multi-subject Task-related fMRI Data Analysis via Generalized Canonical Correlation Analysis *. - Paris A. Karakasis; Athanasios P. Liavas; Nicholas D. Sidiropoulos; Panagiotis G. Simos; Efrosyni Papadaki (EMBC, 2020)

Multi-subject Resting-State fMRI Data Analysis via Generalized Canonical Correlation Analysis. - Paris A. Karakasis; Athanasios P. Liavas; Nicholas D. Sidiropoulos; Panagiotis G. Simos; Efrosyni Papadaki (EUSIPCO, 2020)

Automated facial video-based recognition of depression and anxiety symptom severity: cross-corpus validation. - Anastasia Pampouchidou; Matthew Pediaditis; Eleni Kazantzaki; Stelios Sfakianakis; I. A. Apostolaki; K. Argyraki; Dimitris Manousos; Fabrice Mériaudeau; Kostas Marias; F. Yang; Manolis Tsiknakis; Maria Basta; et al. (Mach. Vis. Appl., 2020)

Prediction of Poor Mental Health Following Breast Cancer Diagnosis Using Random Forests1. - Eugenia Mylona; Konstantina Kourou; Georgios C. Manikis; Haridimos Kondylakis; Kostas Marias; Evangelos Karademas; Paula Poikonen-Saksela; Ketti Mazzocco; Chiara Marzorati; Ruth Pat-Horenczyk; Ilan Roziner; Berta Sousa; et al. (EMBC, 2021)

A machine learning-based pipeline for modeling medical, socio-demographic, lifestyle and self-reported psychological traits as predictors of mental health outcomes after breast cancer diagnosis: An initial effort to define resilience effects. - Konstantina Kourou; Georgios C. Manikis; Paula Poikonen-Saksela; Ketti Mazzocco; Ruth Pat-Horenczyk; Berta Sousa; Albino J. Oliveira-Maia; Johanna Mattson; Ilan Roziner; Greta Pettini; Haridimos Kondylakis; Kostas Marias; et al. (Comput. Biol. Medicine, 2021)

Explainable machine learning analysis of longitudinal mental health trajectories after breast cancer diagnosis. - Eugenia Mylona; Konstantina Kourou; Georgios C. Manikis; Haridimos Kondylakis; Evangelos Karademas; Kostas Marias; Ketti Mazzocco; Paula Poikonen-Saksela; Ruth Pat-Horenczyk; Berta Sousa; Panagiotis G. Simos; Dimitrios I. Fotiadis (BHI, 2022)

Trajectories and Predictors of Depression After Breast Cancer Diagnosis: A 1-year longitudinal study. - Eugenia Mylona; Konstantina Kourou; Georgios C. Manikis; Haridimos Kondylakis; Kostas Marias; Evangelos Karademas; Paula Poikonen-Saksela; Ketti Mazzocco; Chiara Marzorati; Ruth Pat-Horenczyk; Ilan Roziner; Berta Sousa; et al. (EMBC, 2022)

Changes in resting-state functional connectivity in neuropsychiatric lupus: A dynamic approach based on recurrence quantification analysis. - Anastasia Pentari; George Tzagkarakis; Panagiotis Tsakalides; Panagiotis G. Simos; George Bertsias; Eleftherios Kavroulakis; Kostas Marias; Nicholas John Simos; Efrosini Papadaki (Biomed. Signal Process. Control., 2022)

Multisubject Task-Related fMRI Data Processing via a Two-Stage Generalized Canonical Correlation Analysis. - Paris A. Karakasis; Athanasios P. Liavas; Nicholas D. Sidiropoulos; Panagiotis G. Simos; Efrosini Papadaki (IEEE Trans. Image Process., 2022)

Predicting Quality of Life for Breast Cancer Patients *. - Christos Raspoptsis; Eugenia Mylona; Konstantina Kourou; Georgios C. Manikis; Haridimos Kondylakis; Kostas Marias; Paula Poikonen-Saksela; Panagiotis G. Simos; Evangelos Karademas; Ketti Mazzocco; Ruth Pat-Horenczyk; Berta Sousa; et al. (BHI, 2023)