Contribution to a book

This study investigates four feature selection methods ($χ^2$, ANOVA F-test, Lasso, and a Tree-based method) to enhance Acute Respiratory Distress Syndrome (ARDS) classification in time-series intensive care unit data using an existing Random Forest algorithm. While feature selection did not significantly improve ARDS classification performance, using a reduced number of features achieved comparable results to using the entire dataset. [...]

Protein–membrane interactions are increasingly recognized as key factors in amyloid-related pathologies, where amyloid proteins associate with lipid bilayers in ways that influence aggregation pathways and cytotoxic effects. Molecular dynamics (MD) simulations have become essential tools for investigating the molecular mechanisms underlying these interactions. [...]

Graph representation is a powerful abstraction of real-world objects and relations. Computing the Graph Edit Distance (GED) between graphs is critical in domains such as bioinformatics, machine learning, and pattern recognition [...]