3 papers
cs.LG2025
Neural Ordinary Differential Equations for Simulating Metabolic Pathway Dynamics from Time-Series Multiomics Data
Udesh Habaraduwa, Andrei Lixandru
The advancement of human healthspan and bioengineering relies heavily on predicting the behavior of complex biological systems. While high-throughput multiomics data is becoming in…
cs.LG2025
The Relationship Between Head Injury and Alzheimer's Disease: A Causal Analysis with Bayesian Networks
Andrei Lixandru
This study examines the potential causal relationship between head injury and the risk of developing Alzheimer's disease (AD) using Bayesian networks and regression models. Using a…
cs.LG2024
Fractional Order Distributed Optimization
Andrei Lixandru, Marcel van Gerven, Sergio Pequito
Distributed optimization is fundamental to modern machine learning applications like federated learning, but existing methods often struggle with ill-conditioned problems and face…