Capturing Fairness and Uncertainty in Student Dropout Prediction - A Comparison Study. - Efthyvoulos Drousiotis; Panagiotis Pentaliotis; Lei Shi 003; Alexandra I. Cristea (AIED (2), 2021)

Early Predictor for Student Success Based on Behavioural and Demographical Indicators. - Efthyvoulos Drousiotis; Lei Shi 003; Simon Maskell (ITS, 2021)

Balancing Fined-Tuned Machine Learning Models Between Continuous and Discrete Variables - A Comprehensive Analysis Using Educational Data. - Efthyvoulos Drousiotis; Panagiotis Pentaliotis; Lei Shi 003; Alexandra I. Cristea (AIED (1), 2022)

Novel Decision Forest Building Techniques by Utilising Correlation Coefficient Methods. - Efthyvoulos Drousiotis; Lei Shi 003; Paul G. Spirakis; Simon Maskell (EANN, 2022)

Probabilistic Decision Trees for Predicting 12-Month University Students Likely to Experience Suicidal Ideation. - Efthyvoulos Drousiotis; Dan W. Joyce; Robert C. Dempsey; Alina Haines; Paul G. Spirakis; Lei Shi 003; Simon Maskell (AIAI (1), 2023)

Bayesian Decision Trees Inspired from Evolutionary Algorithms. - Efthyvoulos Drousiotis; Alexander M. Phillips; Paul G. Spirakis; Simon Maskell (LION, 2023)

A Shared Memory SMC Sampler for Decision Trees. - Efthyvoulos Drousiotis; Alessandro Varsi; Paul G. Spirakis; Simon Maskell (SBAC-PAD, 2023)

Parallel Approaches to Accelerate Bayesian Decision Trees. - Efthyvoulos Drousiotis; Paul G. Spirakis; Simon Maskell (CoRR, 2023)

An SMC Sampler for Decision Trees with Enhanced Initial Proposal for Stochastic Metaheuristic Optimization. - Efthyvoulos Drousiotis; Alessandro Varsi; Paul G. Spirakis; Simon Maskell (LION, 2024)

Conditional Importance Resampling for an Enhanced Sequential Monte Carlo Sampler. - Soodeh Habibi; Efthyvoulos Drousiotis; Alessandro Varsi; Simon Maskell; Robert E. Moore; Paul G. Spirakis (LION, 2024)

Adversarial Attacks on Trees: Size Matters. - Efthyvoulos Drousiotis; Soodeh Habibi; Alessandro Varsi; Simon Maskell; Paul G. Spirakis; Tom Lovett (AIAI (1), 2025)

Single MCMC chain parallelisation on decision trees. - Efthyvoulos Drousiotis; Paul G. Spirakis (Ann. Math. Artif. Intell., 2025)