2 citations
4 papers
Augmented Collective Intelligence in Collaborative Ideation: Agenda and Challenges
Emily Dardaman, Abhishek Gupta
AI systems may be better thought of as peers than as tools. This paper explores applications of augmented collective intelligence (ACI) beneficial to collaborative ideation. Design…
Asking Better Questions -- The Art and Science of Forecasting: A mechanism for truer answers to high-stakes questions
Emily Dardaman, Abhishek Gupta
Without the ability to estimate and benchmark AI capability advancements, organizations are left to respond to each change reactively, impeding their ability to build viable mid an…
Feature Synergy, Redundancy, and Independence in Global Model Explanations using SHAP Vector Decomposition
Jan Ittner, Lukasz Bolikowski, Konstantin Hemker +1
We offer a new formalism for global explanations of pairwise feature dependencies and interactions in supervised models. Building upon SHAP values and SHAP interaction values, our…
Imputing unknown competitor marketing activity with a Hidden Markov Chain
Dominique Haughton, Guangying Hua, Danny Jin +3
We demonstrate on a case study with two competing products at a bank how one can use a Hidden Markov Chain (HMC) to estimate missing information on a competitor's marketing activit…