The Donders Institute for Brain, Cognition and Behaviour is a world-class interfaculty research centre that houses more than 700 researchers devoted to understanding the mechanistic underpinnings of the human mind. Research at the Donders Institute is focused around four themes: 1.
Language and communication, 2.
Perception, action and control, 3.
Plasticity and memory, 4.
Neural computation and neurotechnology. Excellent, state-of-the-art research facilities are available for the broad range of neuroscience research that is being conducted at the Donders Institute. The Donders Institute has been assessed by an international evaluation committee as ‘excellent’ and recognised as a ‘very stimulating environment for top researchers, as well as for young talent’. The Donders Institute fosters a collaborative, multidisciplinary, supportive research environment with a diverse international staff. English is the lingua franca at the Institute.
You will join the
Probabilistic Graphical Models Group, led by Prof. Johan Kwisthout, who will be your supervisor. This group studies the foundations and applications of Probabilistic Graphical Models (PGMs). The group's research is centred around two research lines: ‘PGMs for decision support systems’ and ‘Foundations of stochastic computing’. The first line focuses on explainability, trustworthiness, maintainability, online or federated learning etc. in Bayesian networks and other PGM models, particularly with applications in clinical decision support systems. The second research line focuses on topics such as approximate Bayesian inference, parameterised complexity classes for stochastic computing, and realisation of probability distributions and computations on them in novel materials and computing architectures. This position contributes to the second research line and to a better understanding of the computational power of synchronisation for algorithm design.