no code implementations • 19 Jul 2023 • Antti Keurulainen, Isak Westerlund, Oskar Keurulainen, Andrew Howes
In education, IRT is used to infer student abilities and characteristics of test items from student responses.
no code implementations • 19 Jul 2023 • Antti Keurulainen, Isak Westerlund, Oskar Keurulainen, Andrew Howes
User models play an important role in interaction design, supporting automation of interaction design choices.
no code implementations • 4 Oct 2021 • Antti Keurulainen, Isak Westerlund, Samuel Kaski, Alexander Ilin
On the other hand, offline data about the behavior of the assisted agent might be available, but is non-trivial to take advantage of by methods such as offline reinforcement learning.
no code implementations • 4 Oct 2021 • Antti Keurulainen, Isak Westerlund, Ariel Kwiatkowski, Samuel Kaski, Alexander Ilin
We suggest a method, where we synthetically produce populations of agents with different behavioural patterns together with ground truth data of their behaviour, and use this data for training a meta-learner.