6 citations · 17 across the 14 of their papers we have counts for
4 papers · 1 filter
DiCE4EL: Interpreting Process Predictions using a Milestone-Aware Counterfactual Approach
Chihcheng Hsieh, Catarina Moreira, Chun Ouyang
Predictive process analytics often apply machine learning to predict the future states of a running business~process. However, the internal mechanisms of many existing predictive a…
Construction of 'Support Vector' Machine Feature Spaces via Deformed Weyl-Heisenberg Algebra
Shahram Dehdashti, Catarina Moreira, Abdul Karim Obeid +1
This paper uses deformed coherent states, based on a deformed Weyl-Heisenberg algebra that unifies the well-known SU(2), Weyl-Heisenberg, and SU(1,1) groups, through a common param…
An Investigation of Interpretability Techniques for Deep Learning in Predictive Process Analytics
Catarina Moreira, Renuka Sindhgatta, Chun Ouyang +2
This paper explores interpretability techniques for two of the most successful learning algorithms in medical decision-making literature: deep neural networks and random forests. W…
Exploring Interpretability for Predictive Process Analytics
Renuka Sindhgatta, Chun Ouyang, Catarina Moreira
Modern predictive analytics underpinned by machine learning techniques has become a key enabler to the automation of data-driven decision making. In the context of business process…