Mixed-initiative human-machine teaming and explainable AI

Description

The Future Data Science (FDS) project seeks to generalize Data Science by creating and demonstrating the underpinning science through which the machine will be able to re-use its models with a confidence of validity, and generalize (broaden) Data Science and AI to answer counterfactuals. The FDS project runs for 3 years , with work in each year themed under the broad titles of discovery, delivery and evaluation. The primary goal in this first year is therefore to develop a deep understanding of the following topics, (1) Human Computer Interaction (HCI), (2) Linked Data, (3) Argumentation, (4) Causality and (5) Uncertainty.