Ready to do fundamental research in Uncertainty in AI which opens avenues for applications? Look no further! Embark on a journey with us to push the theory of choice functions to applications by working on foundations of uncertainty.
Position PhD-student
Irène Curie Fellowship No
Department(s) Mathematics and Computer Science
FTE 1,0
Date off 30/07/2024
Reference number V32.7446
The Uncertainty in Artificial Intelligence (UAI – http://uai.win.tue.nl) group is research group embedded in the Data and AI (DAI) cluster at the Eindhoven University of Technology (https://dai.win.tue.nl). In the UAI group we aim at developing foundations of AI, including robust AI by using imprecise-probabilistic (IP) models. To get an idea of what this means, you may think of replacing one probability model with a set of probability models. In this PhD research, we will work with an uncertainty model called 'choice functions', which is a more expressive and arguably more exciting model, but still less tractable from a computational point of view.
In the UAI group, we develop tools and algorithms for efficient calculations and inference in IP contexts. Our group consists of a unique mix of experts and is therefore very well placed to perform such research. Members of our group, and therefore also you, provide state-of-the-art research in the foundations of robust AI.
As a researcher in our group, you will first familiarise yourself with the topic of imprecise probabilities. We will help you with this, and you may do this by working on some easier, but nonetheless interesting, IP models and networks. After this, we will work on the missing links that will make the theory of choice functions be applicable in general AI tools. Some of these missing links are:
To give a gist of the type of research will be done, please have a look at the following papers, without trying to understand all the results in the papers:
As you see, there are many directions we might follow, all of which will be heavy on the mathematics side. The opportunities for fundamental research that will lead to applications are ample!
The candidate should
A meaningful job in a dynamic and ambitious university, in an interdisciplinary setting and within an international network. You will work on a beautiful, green campus within walking distance of the central train station. In addition, we offer you:
About us
Eindhoven University of Technology is an internationally top-ranking university in the Netherlands that combines scientific curiosity with a hands-on attitude. Our spirit of collaboration translates into an open culture and a top-five position in collaborating with advanced industries. Fundamental knowledge enables us to design solutions for the highly complex problems of today and tomorrow.
Information
Do you recognize yourself in this profile and would you like to know more?
Please contact the hiring manager Arthur Van Camp, assistant professor, a.van.camp@tue.nl.
Are you inspired and would like to know more about working at TU/e? Please visit our career page.
Application
In your application, please submit
The position may be filled early if a suitable candidate is found, so do not wait until near the deadline to apply. Applications are only accepted via the dedicated web system (do not send applications via email). For further information concerning the position, please contact assist. prof. dr. Arthur Van Camp: a.van.camp@tue.nl.
We will close this vacancy as soon as a suitable candidate is found.
We are an internationally top-ranking university in the Netherlands that combines scientific curiosity with a hands-on attitude.
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