The research interests of Dr Navarin lie in the field of machine learning. In particular, he is interested in the definition of machine learning models - neural networks and kernel methods - for structured data. Moreover, he has been working on different applications of machine learning, including Bioinformatics, Business Process Mining, and Computational Psychology. Recently he has been interested in trustworthy AI and continual learning. A brief summary of his research activities follows.