Political violence is an important issue. It affects personal integrity of individuals, and political integrity, decreases democratic quality, and undermines the fairness of the political process. Read more
Deep neural networks have recently emerged as promising contenders for efficiently solving partial differential equations (PDEs) and ordinary differential equations (ODEs). Read more
SAMBa (the EPSRC Centre for Doctoral Training in Statistical Applied Mathematics), at the University of Bath, offers a 4-year PhD programme, including an MRes qualification earned during the first year of training. Read more
Machine learning and its applications have grown explosively in the last few years. However, the success of machine learning is still poorly understood from a theoretical point of view. Read more
Neural ordinary differential equations (neural ODEs) are a relatively recent development (. https://arxiv.org/abs/1806.07366). in the field of machine learning, where the hidden state dynamics of certain neural network architectures can be reformulated as numerical solutions of a differential equation. Read more
Despite successful applications of artificial intelligence (AI) in object labelling or face recognition tasks, individuals, companies, and governmental agencies are still wary of a wide deployment of AI. Read more
One of the most fundamental problems in artificial intelligence (AI) is how to enable autonomous development of action hierarchies, in other words, how to endow artificial agents with the ability to autonomously form useful high-level behaviours (for example, grasping) from existing behavioural units (for example, primitive sensory and motor actions available to a robot). Read more
Autonomous maritime navigation is set to transform the maritime industry providing consistent, continuous and cost-effective navigation free from human error. Read more
Artificial intelligence (AI) has been successfully applied to various applications with the breakthrough of deep learning (DL) in recent years. Read more
From incentive engineering in the sharing economy to ensuring fairness in resource allocation, the traditional economy is reflected in new forms on the internet. Read more
What is optimal choice under uncertainty? This is a fundamental question in artificial intelligence, as well as in economics and in psychology. Read more
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