Publications

Grace Guo, Lifu Deng, Animesh Tandon, Alex Endert, Bum Chul Kwon (2024). MiMICRI: Towards Domain-centered Counterfactual Explanations of Cardiovascular Image Classification Models. ACM Conference on Fairness, Accountability, and Transparency (ACM FAccT).

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Bum Chul Kwon, Samuel Friedman, Kai Xu, Steven A Lubitz, Anthony Philippakis, Puneet Batra, Patrick T Ellinor, Kenney Ng (2023). Latent Space Explorer: Visual Analytics for Multimodal Latent Space Exploration. arXiv preprint arXiv:2312.00857.

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Bum Chul Kwon, Nandana Mihindukulasooriya (2023). Finspector: A Human-Centered Visual Inspection Tool for Exploring and Comparing Biases among Foundation Models. The 61st Annual Meeting of the Association for Computational Linguistics (ACL): System Demonstrations.

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Hwiyeon Kim, Joohee Kim, Yunha Han, Hwajung Hong, Oh-Sang Kwon, Young-Woo Park, Niklas Elmqvist, Sungahn Ko, Bum Chul Kwon (2023). Towards Visualization Thumbnail Designs that Entice Reading Data-driven Articles. IEEE Transactions on Visualization and Computer Graphics (TVCG).

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Grace Guo, Ehud Karavani, Alex Endert, Bum Chul Kwon (2023). Causalvis: Visualizations for Causal Inference. ACM SIGCHI Conference on Human Factors in Computing Systems (CHI).

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Jinbin Huang, Aditi Mishra, Bum Chul Kwon, Chris Bryan (2023). ConceptExplainer: Interactive Explanation for Deep Neural Networks from a Concept Perspective. IEEE Transactions on Visualization and Computer Graphics (TVCG).

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Bum Chul Kwon, Peter Achenbach, Vibha Anand, Brigitte I Frohnert, William Hagopian, Jianying Hu, Eileen Koski, Åke Lernmark, Olivia Lou, Frank Martin, Kenney Ng, Jorma Toppari, Riitta Veijola, the T1DI Study Group (2022). Islet Autoantibody Levels Differentiate Progression Trajectories in Individuals With Presymptomatic Type 1 Diabetes. Diabetes.

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Bum Chul Kwon, Uri Kartoun, Shaan Khurshid, Mikhail Yurochkin, Subha Maity, Deanna G Brockman, Amit V Khera, Patrick T Ellinor, Steven A Lubitz, Kenney Ng (2022). RMExplorer: A Visual Analytics Approach to Explore the Performance and the Fairness of Disease Risk Models on Population Subgroups. Proceedings of the IEEE Conference on Visualization (IEEE VIS) Short Papers.

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Uri Kartoun, Shaan Khurshid, Bum Chul Kwon, Aniruddh P. Patel, Puneet Batra, Anthony Philippakis, Amit V. Khera, Patrick T. Ellinor, Steven A. Lubitz, Kenney Ng (2022). Prediction Performance And Fairness Heterogeneity In Cardiovascular Risk Models. Scientific Reports.

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Sanjoy Dey, Prithwish Chkraborty, Bum Chul Kwon, Amit Dhurandhar, Mohamed Ghalwash, Fernando J. Suarez Saiz, Kenney Ng, Daby Sow, Kush R. Varshney, Pablo Meyer (2022). Human-Centered Explainability For Life Sciences, Healthcare, And Medical Informatics. Patterns.

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