Finite mixture models represent complex data by combining several simple probability distributions, each weighted by a mixing proportion. This framework captures heterogeneity in populations or ...

Although deep learning-based methods have demonstrated promising results in estimating the RUL, most methods consider that each time step's features hold equal importance. When data with varying ...

What is Mixture of Experts? A Mixture of Experts (MoE) is a machine learning model that divides complex tasks into smaller, specialised sub-tasks. Each sub-task is handled by a different "expert" ...