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Georgios Papoutsoglou
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Applications of machine learning in human microbiome studies: a review on feature selection, biomarker identification, disease prediction and treatment
LJM Zambrano, K Karaduzovic-Hadziabdic, T Loncar-Turukalo, ...
Frontiers in Microbiology 12, 313, 2021
2132021
Just Add Data: automated predictive modeling for knowledge discovery and feature selection
I Tsamardinos, P Charonyktakis, G Papoutsoglou, G Borboudakis, ...
NPJ precision oncology 6 (1), 38, 2022
612022
In vivo molecular imaging of cervical neoplasia using acetic acid as biomarker
C Balas, G Papoutsoglou, A Potirakis
IEEE Journal of Selected Topics in Quantum Electronics 14 (1), 29-42, 2008
512008
Automated machine learning optimizes and accelerates predictive modeling from COVID-19 high throughput datasets
G Papoutsoglou, M Karaglani, V Lagani, N Thomson, OD Rĝe, ...
Scientific Reports 11 (1), 15107, 2021
202021
Challenges in the Multivariate Analysis of Mass Cytometry Data: The Effect of Randomization
G Papoutsoglou, V Lagani, A Schmidt, K Tsirlis, DG Cabrero, J Tegnér, ...
Cytometry Part A 95 (11), 1178-1190, 2019
152019
A machine learning approach utilizing DNA methylation as an accurate classifier of COVID-19 disease severity
S Bowler, G Papoutsoglou, A Karanikas, I Tsamardinos, MJ Corley, ...
Scientific Reports 12 (1), 17480, 2022
102022
Applications of machine learning in human microbiome studies: a review on feature selection, biomarker identification, disease prediction and treatment. Front Microbiol 12: 634511
LJ Marcos-Zambrano, K Karaduzovic-Hadziabdic, T Loncar Turukalo, ...
92021
Feedforward regulation of Myc coordinates lineage-specific with housekeeping gene expression during B cell progenitor cell differentiation
I Ferreirós-Vidal, T Carroll, T Zhang, V Lagani, RN Ramirez, ...
PLoS biology 17 (4), e2006506, 2019
82019
SCENERY: a web application for (causal) network reconstruction from cytometry data
G Papoutsoglou, G Athineou, V Lagani, I Xanthopoulos, A Schmidt, ...
Nucleic acids research 45 (W1), W270-W275, 2017
82017
Estimation of neoplasia-related biological parameters through modeling and sensitivity analysis of optical molecular imaging data
GS Papoutsoglou, C Balas
IEEE Transactions on Biomedical Engineering 60 (5), 1241-1249, 2012
82012
Machine learning approaches in microbiome research: challenges and best practices
G Papoutsoglou, S Tarazona, MB Lopes, T Klammsteiner, E Ibrahimi, ...
Frontiers in Microbiology 14, 1261889, 2023
72023
Dynamic contrast enhanced optical imaging of cervix, in vivo: A paradigm for mapping neoplasia-related parameters
G Papoutsoglou, TM Giakoumakis, C Balas
2013 35th Annual International Conference of the IEEE Engineering in …, 2013
72013
Automated machine learning optimizes and accelerates predictive modeling from COVID-19 high throughput datasets. Sci Rep 11 (1): 15107
G Papoutsoglou, M Karaglani, V Lagani, N Thomson, OD Rĝe, ...
52021
Advancing microbiome research with machine learning: key findings from the ML4Microbiome COST action
D D’Elia, J Truu, L Lahti, M Berland, G Papoutsoglou, M Ceci, A Zomer, ...
Frontiers in Microbiology 14, 1257002, 2023
32023
GAN-Based Training of Semi-Interpretable Generators for Biological Data Interpolation and Augmentation
A Tsourtis, G Papoutsoglou, Y Pantazis
Applied Sciences 12 (11), 5434, 2022
22022
Learning Pathway Dynamics from Single‐Cell Proteomic Data: A Comparative Study
KM Verrou, I Tsamardinos, G Papoutsoglou
Cytometry Part A 97 (3), 241-252, 2020
22020
In silico modeling and global optimization of dynamic bio-optical processes for probing, in vivo, biological features of neoplasia
G Papoutsoglou, M Stamatiadou, C Balas
2012 International Conference on Biomedical Engineering and Biotechnology …, 2012
22012
Modelling of epithelial transport phenomena related with the acetowhitening optical characteristics: Potential for the in-vivo diagnosis of Cervical Neoplasia
G Papoutsoglou, A Tsapras, WP Scouter, C Balas
Technical University of Crete, 2007
22007
MACHINE LEARNING ANALYSIS of DNA METHYLATION in COVID-19 DISEASE
S Bowler, G Papoutsoglou, A Karanikas, I Tsamardinos, MJ Corley, ...
Topics in Antiviral Medicine, 75-76, 2022
2022
mensxmachina/CyTOF-Randomization: Challenges in the multivariate analysis of mass cytometry data: the effect of randomization.
G Papoutsoglou, V Lagani, A Schmidt, K Tsirlis, D Gomez-Cabrero, ...
Github, 2019
2019
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Articles 1–20