Ecological Network
Ecological networks represent the complex interactions within ecosystems, aiming to understand how species and their relationships influence ecosystem function and stability. Current research focuses on developing advanced computational methods, such as graph convolutional networks and variational autoencoders, to analyze these networks, particularly addressing challenges like sampling bias and the identification of functionally co-responding groups within communities. These improved analytical tools are enhancing our ability to model and predict ecosystem responses to environmental change, with applications ranging from biodiversity assessments to understanding the impact of human activities on ecological systems. The development of open-source software tools further facilitates broader collaboration and accessibility within the field.