Mohan Kankanhalli

schoolNational University of Singaporebar_chart#5833 Global Rank

Total Papers

HCI Rank

#5833

Research Areas

Years Active

Recent Publications

COGAM: Measuring and Moderating Cognitive Load in Machine Learning Model Explanations

Interpretable machine learning models trade -off accuracy for simplicity to make explanations more readable and easier to comprehend. Drawing from cognitive psychology theories in graph comprehension, we formalize readability as visual cognitive chunks to measure and moderate the cognitive load in explanation visualiz…

CHI '18CorrespondingExplainable AI (XAI) +2

Trends and Trajectories for Explainable, Accountable and Intelligible Systems: An HCI Research Agenda

Advances in artificial intelligence, sensors and big data management have far-reaching societal impacts. As these systems augment our everyday lives, it becomes increasing-ly important for people to understand them and remain in control. We investigate how HCI researchers can help to develop accountable systems by per…

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