Publications

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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Bum Chul Kwon, Jungsoo Lee, Chaeyeon Chung, Nyoungwoo Lee, Ho-Jin Choi, Jaegul Choo (2022). DASH: Visual Analytics for Debiasing Image Classification via User-Driven Synthetic Data Augmentation. Eurographics Conference on Visualization (EuroVis) Short Papers.
PDF Video
Bum Chul Kwon, Vibha Anand, Peter Achenbach, Jessica L Dunne, William Hagopian, Jianying Hu, Eileen Koski, Åke Lernmark, Markus Lundgren, Kenney Ng, Jorma Toppari, Riitta Veijola, Brigitte I Frohnert, the T1DI Study Group (2022). Progression Of Type 1 Diabetes From Latency To Symptomatic Disease Is Predicted By Distinct Autoimmune Trajectories. Nature Communications.
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Minjeong Shin, Joohee Kim, Yunha Han, Lexing Xie, Mitchell Whitelaw, Bum Chul Kwon, Sungahn Ko, Niklas Elmqvist (2022). Roslingifier: Semi-Automated Storytelling for Animated Scatterplots. IEEE Transactions on Visualization and Computer Graphics (TVCG).
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Deanna G. Brockman, Lia Petronio, Jacqueline S. Dron, Bum Chul Kwon, Trish Vosburg, Lisa Nip, Andrew Tang, Mary O'Reilly, Niall Lennon, Bang Wong, Kenney Ng, Katherine H. Huang, Akl C. Fahed, Amit V. Khera (2021). Design And User Experience Testing Of A Polygenic Score Report: A Qualitative Study Of Prospective Users. BMC Medical Genomics.
PDF Interview Guide Polygenic Score Report
Yunha Han, Hwiyeon Kim, Hyeshin Chu, Joohee Kim, Hyunwook Lee, Seunghyeong Choe, Dooyoung Jung, Dongil Chung, Bum Chul Kwon, Sungahn Ko (2021). Wait, Let's Think about Your Purchase Again: A Study on Interventions for Supporting Self-Controlled Online Purchases. The Web Conference (WWW).
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