Abstract Background Evolutionary autonomous agents are robots or robot simulations whose controller is a dynamical neural network and whose evolution occurs autonomously under the guidance of a fitness function without the detailed or explicit direction of an external programmer.They are embodied agents with a simple neural network Winter Sports -
Abstract Myeloid malignancies exhibit considerable heterogeneity with overlapping clinical and genetic features among subtypes.We present a data-driven approach that integrates mutational features and clinical covariates at diagnosis within networks of their probabilistic relationships, enabling the discovery of patient subgroups.A key strength is
To ensure the integrity and safety of steam generator tubes in nuclear power plants, eddy-current testing is periodically employed.Because steam generators are equipped with thousands of thin-walled tubes, the eddy current is tested using a bobbin probe that can be used at high speed.Steam generator heat pipes in nuclear power plants have different
ResNet-based correlation models excel in age recognition algorithms, but specific age recognition research is currently limited and often plagued by substantial errors.We introduce an enhanced portrait age recognition algorithm based on ResNet, using CORAL (consistent rank logits) rank consistent ordered regression instead of traditional classifica
Spatial data relating to non-overlapping areal units are prevalent in fields such as economics, environmental science, epidemiology and social science, and a large suite of modeling tools have been developed for analysing these data.Many utilize conditional autoregressive (CAR) priors to capture the spatial autocorrelation inherent in these data, a