Bum Chul Kwon

Publications

MiMICRI: Towards Domain-centered Counterfactual Explanations of Cardiovascular Image Classification Models

MiMICRI: Towards Domain-centered Counterfactual Explanations of Cardiovascular Image Classification Models

Grace Guo, Lifu Deng, Animesh Tandon, Alex Endert, Bum Chul Kwon

FAccT (2024)

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Latent Space Explorer: Visual Analytics for Multimodal Latent Space Exploration

Latent Space Explorer: Visual Analytics for Multimodal Latent Space Exploration

Bum Chul Kwon, Samuel Friedman, Kai Xu, Steven A Lubitz, Anthony Philippakis, Puneet Batra, Patrick T Ellinor, Kenney Ng

arXiv (2023)

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Finspector: A Human-Centered Visual Inspection Tool for Exploring and Comparing Biases among Foundation Models

Bum Chul Kwon, Nandana Mihindukulasooriya

ACL (2023)

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Towards Visualization Thumbnail Designs that Entice Reading Data-driven Articles

Towards Visualization Thumbnail Designs that Entice Reading Data-driven Articles

Hwiyeon Kim, Joohee Kim, Yunha Han, Hwajung Hong, Oh-Sang Kwon, Young-Woo Park, Niklas Elmqvist, Sungahn Ko, Bum Chul Kwon

TVCG (2023)

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Causalvis: Visualizations for Causal Inference

Grace Guo, Ehud Karavani, Alex Endert, Bum Chul Kwon

CHI (2023)

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ConceptExplainer: Interactive Explanation for Deep Neural Networks from a Concept Perspective

ConceptExplainer: Interactive Explanation for Deep Neural Networks from a Concept Perspective

Jinbin Huang, Aditi Mishra, Bum Chul Kwon, Chris Bryan

TVCG (2023)

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Islet Autoantibody Levels Differentiate Progression Trajectories in Individuals With Presymptomatic Type 1 Diabetes

Islet Autoantibody Levels Differentiate Progression Trajectories in Individuals With Presymptomatic Type 1 Diabetes

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

Diabetes (2022)

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RMExplorer: A Visual Analytics Approach to Explore the Performance and the Fairness of Disease Risk Models on Population Subgroups

RMExplorer: A Visual Analytics Approach to Explore the Performance and the Fairness of Disease Risk Models on Population Subgroups

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

VIS (2022)

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Prediction Performance And Fairness Heterogeneity In Cardiovascular Risk Models

Prediction Performance And Fairness Heterogeneity In Cardiovascular Risk Models

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

Scientific Reports (2022)

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Human-Centered Explainability For Life Sciences, Healthcare, And Medical Informatics

Human-Centered Explainability For Life Sciences, Healthcare, And Medical Informatics

Sanjoy Dey, Prithwish Chkraborty, Bum Chul Kwon, Amit Dhurandhar, Mohamed Ghalwash, Fernando J. Suarez Saiz, Kenney Ng, Daby Sow, Kush R. Varshney, Pablo Meyer

Patterns (2022)

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