Publications
Refereed Conference Papers
GAN Lab: Understanding Complex Deep Generative Models using Interactive Visual Experimentation
Minsuk Kahng , Nikhil Thorat, Duen Horng (Polo) Chau, Fernanda Viégas, Martin Wattenberg
IEEE Transactions on Visualization and Computer Graphics, 25(1) (VAST 2018 ) , 2019.
Open sourced with Google AI
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ActiVis: Visual Exploration of Industry-Scale Deep Neural Network Models
Minsuk Kahng , Pierre Y. Andrews, Aditya Kalro, Duen Horng (Polo) Chau
IEEE Transactions on Visualization and Computer Graphics, 24(1) (VAST 2017 ) , 2018.
Deployed by Facebook
DOI
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Video
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FACETS: Adaptive Local Exploration of Large Graphs
Robert Pienta, Minsuk Kahng , Zhiyuan Lin, Jilles Vreeken, Partha Talukdar, James Abello, Ganesh Parameswaran, Duen Horng (Polo) Chau
SIAM International Conference on Data Mining (SDM 2017 ) , 2017.
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Interactive Browsing and Navigation in Relational Databases
Minsuk Kahng , Shamkant B. Navathe, John T. Stasko, Duen Horng (Polo) Chau
Proceedings of the VLDB Endowment, 9(12) (VLDB 2016 ) , 2016.
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M-Flash: Fast Billion-scale Graph Computation Using a Bimodal Block Processing Model
Hugo Gualdron, Robson Cordeiro, Jose Rodrigues Jr., Duen Horng (Polo) Chau, Minsuk Kahng , U Kang
European Conference on Machine Learning and Principles and Practice of Knowledge Discovery in Databases (ECML-PKDD 2016 ) , 2016.
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GLO-STIX: Graph-Level Operations for Specifying Techniques and Interactive eXploration
Charles D. Stolper, Minsuk Kahng , Zhiyuan Lin, Florian Foerster, Aakash Goel, John Stasko, and Duen Horng (Polo) Chau
IEEE Transactions on Visualization and Computer Graphics, 20(12) (InfoVis 2014 ) , 2014.
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MMap: Fast Billion-Scale Graph Computation on a PC via Memory Mappping
Zhiyuan Lin, Minsuk Kahng , Kaeser Md. Sabrin, Duen Horng (Polo) Chau, Ho Lee, U Kang
IEEE International Conference on Big Data , 2014.
DOI PDF Website
PathRank: A Novel Node Ranking Measure on a Heterogeneous Graph for Recommender Systems
Sangkeun Lee, Sungchan Park, Minsuk Kahng , Sang-goo Lee
ACM Conference on Information and Knowledge Management (CIKM 2012 ) , 2012.
DOI
Random Walk based Entity Ranking on Graph for Multidimensional Recommendation
Sangkeun Lee, Sang-il Song, Minsuk Kahng , Dongjoo Lee, Sang-goo Lee
ACM Conference on Recommender Systems (RecSys 2011 ) , 2011.
DOI PDF
Journal Articles
Visual Analytics in Deep Learning: An Interrogative Survey for the Next Frontiers
Fred Hohman, Minsuk Kahng , Robert Pienta, Duen Horng (Polo) Chau
IEEE Transactions on Visualization and Computer Graphics (Early Access).
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Chronodes: Interactive Multifocus Exploration of Event Sequences
Peter J. Polack Jr., Shang-Tse Chen, Minsuk Kahng , Kaya De Barbaro, Rahul Basole, Moushumi Sharmin, Duen Horng (Polo) Chau
ACM Transactions on Interactive Intelligent Systems (TiiS), 8(1) , 2018.
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Understanding Variations in Pediatric Asthma Care Processes in the Emergency Department using Visual Analytics
Rahul C. Basole, Mark Braunstein, Vikas Kumar, Hyunwoo Park, Minsuk Kahng , Duen Horng (Polo) Chau, Acar Tamersoy, Daniel A. Hirsh, Nicoleta Serban, James Bost, Burton Lesnick, Beth L. Schissel, Michael Thompson
Journal of the American Medical Informatics Association, 22(2) (Special Issue on Visual Analytics in Healthcare) , 2015.
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Constructing Compact and Effective Graphs for Recommender Systems via Node and Edge Aggregations
Sangkeun Lee, Minsuk Kahng , and Sang-goo Lee
Expert Systems with Applications, 42(7) , 2015.
DOI
PathRank: Ranking nodes on a heterogeneous graph for flexible hybrid recommender systems
Sangkeun Lee, Sungchan Park, Minsuk Kahng , Sang-goo Lee
Expert Systems with Applications, 40(2) , 2013.
An extended version of the paper presented at CIKM 2012 listed above.
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Refereed Workshop, Poster, and Demo Papers
Designing a Visual Analytic System for Industry-Scale Deep Neural Network Models
Minsuk Kahng , Pierre Y. Andrews, Aditya Kalro, Duen Horng (Polo) Chau
Workshop on Visual Analytics for Deep Learning (VADL at IEEE VIS 2017) , 2017.
A summary version of the paper presented at VAST 2017 listed above.
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mHealth Visual Discovery Dashboard
Dezhi Fang, Fred Hohman, Peter Polack, Hillol Sarker, Minsuk Kahng , Moushumi Sharmin, Mustafa al'Absi, Duen Horng (Polo) Chau
ACM International Joint Conference on Pervasive and Ubiquitous Computing (UbiComp 2017 ) (Demo), 2017.
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Visual Exploration of Machine Learning Results using Data Cube Analysis
Minsuk Kahng , Dezhi Fang, Duen Horng (Polo) Chau
Workshop on Human-In-the-Loop Data Analytics (HILDA at SIGMOD 2016 ) , 2016.
Deployed by Facebook
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STEPS: A Spatio-temporal Electric Power Systems Visualization
Robert Pienta, Leilei Xiong, Santiago Grijalva, Duen Horng (Polo) Chau, Minsuk Kahng
ACM International Conference on Intelligent User Interfaces (IUI 2016 ) (Poster), 2016.
DOI
TimeStitch: Interactive Multi-focus Cohort Discovery and Comparison
Peter Polack, Shang-Tse Chen, Minsuk Kahng , Moushumi Sharmin, Duen Horng (Polo) Chau
IEEE Conference on Visual Analytics Science and Technology (VAST 2015 ) (Poster), IEEE, 2015.
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AdaptiveNav: Adaptive Discovery of Interesting and Surprising Nodes in Large Graphs
Robert Pienta, Zhiyuan Lin, Minsuk Kahng , Jilles Vreeken, Partha P. Talukdar, James Abello, Ganesh Parameswaran, Duen Horng (Polo) Chau
IEEE VIS Conference (VIS 2015 ) (Poster), 2015.
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A Visual Analytics Approach to Understanding Care Process Variation and Conformance
Rahul C. Basole, Hyunwoo Park, Mayank Gupta, Mark Braunstein, Duen Horng (Polo) Chau, Michael Thompson, Vikas Kumar, Robert Pienta, Minsuk Kahng
Workshop on Visual Analytics in Healthcare (at VIS 2015) , 2015.
DOI
Bicentric Visualization of Pediatric Asthma Care Process Activities
Rahul C. Basole, Hyunwoo Park, Vikas Kumar, Mark Braunstein, James Bost, Duen Horng (Polo) Chau, Minsuk Kahng
IEEE VIS Workshop on EHR Data (at VIS 2014) , 2014.
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Towards Scalable Graph Computation on Mobile Devices
Yiqi Chen, Zhiyuan Lin, Robert Pienta, Minsuk Kahng , Duen Horng (Polo) Chau
IEEE BigData Workshop on Scalable Machine Learning (at BigData 2014) , 2014.
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Exploring Clinical Care Processes Using Visual and Data Analytics: Challenges and Opportunities
Vikas Kumar, Hyunwoo Park, Rahul C. Basole, Mark Braunstein, Minsuk Kahng , Duen Horng (Polo) Chau, Acar Tamersoy, Daniel A. Hirsh, Nicoleta Serban, James Bost, Burton Lesnick, Beth Schissel, Michael Thompson
KDD Workshop on Data Science for Social Good (at KDD 2014) , 2014.
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GLOs: Graph-Level Operations for Exploratory Network Visualization
Charles D. Stolper, Florian Foerster, Minsuk Kahng , Zhiyuan Lin, Aakash Goel, John Stasko, and Duen Horng (Polo) Chau
ACM SIGCHI Conference on Human Factors in Computing Systems (CHI 2014 Extended Abstracts ) , 2014.
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Exploiting Paths for Entity Search in RDF Graphs
Minsuk Kahng , Sang-goo Lee
ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2012 ) (Poster), 2012.
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Poster
Ranking Objects by Following Paths in Entity-Relationship Graphs
Minsuk Kahng , Sangkeun Lee, Sang-goo Lee
ACM Workshop for Ph.D. Students in Information and Knowledge Management (Ph.D. Workshop at CIKM 2011 ) , 2011.
Best Paper Award
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Ranking in Context-Aware Recommender Systems
Minsuk Kahng , Sangkeun Lee, Sang-goo Lee
International Conference on World Wide Web (WWW 2011 ) (Poster), 2011.
DOI
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Poster
Si-Fi: Interactive Similar Item Finder
Inbeom Hwang, Minsuk Kahng , Sung Eun Park, Jinwook Seo, Sang-goo Lee
ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR 2010 ) (Demo), 2010.
DOI
Book Chapters and Invited Papers
Exploratory Visual Analytics of Mobile Health Data: Sensemaking
Challenges and Opportunities
Peter J. Polack Jr., Moushumi Sharmin, Kaya de Barbaro, Minsuk Kahng , Shang-Tse Chen, Duen Horng (Polo) Chau
Mobile Health: Sensors, Analytic Methods, and Applications , Springer, 2017.
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Scalable Graph Exploration and Visualization: Sensemaking Challenges and Opportunities
Robert Pienta, James Abello, Minsuk Kahng , Duen Horng (Polo) Chau
International Conference on Big Data and Smart Computing (Invited), 2015.
DOI PDF
Exploiting Contextual Information from Event Logs for Personalized Recommendation
Dongjoo Lee, Sung Eun Park, Minsuk Kahng , Sangkeun Lee, Sang-goo Lee
Computer and Information Science 2010, Studies in Computational Intelligence , Springer, 2010.
DOI
(c) 2019 Minsuk Kahng