Publications
VIVA: Visual Exploration and Analysis of Videos with Interactive Annotation.
Anita Ruangrotsakun, Dayeon Oh, Thuy-Vy Nguyen, Kristina Lee, Mark Ser, Arthur Hiew, Rogers Ngo, Zeyad Shureih, Roli Khanna, Minsuk Kahng
28th ACM International Conference on Intelligent User Interfaces (IUI'23 ) , Demo, 2023.
DOI
PDF
DendroMap: Visual Exploration of Large-Scale Image Datasets for Machine Learning with Treemaps.
Donald Bertucci, Md Montaser Hamid, Yashwanthi Anand, Anita Ruangrotsakun, Delyar Tabatabai, Melissa Perez, Minsuk Kahng
IEEE Transactions on Visualization and Computer Graphics, 29(1) (VIS'22 ) , 2023.
DOI
PDF
Twitter Post
Demo
Beyond Value: CheckList for Testing Inferences in Planning-Based RL.
Kin-Ho Lam, Delyar Tabatabai, Jed Irvine, Donald Bertucci, Anita Ruangrotsakun, Minsuk Kahng , Alan Fern
32nd International Conference on Automated Planning and Scheduling (ICAPS'22 ) , 2022.
AAAI
PDF
FitVid: Responsive and Flexible Video Content Adaptation.
Jeongyeon Kim, Yubin Choi, Minsuk Kahng , Juho Kim
ACM CHI Conference on Human Factors in Computing Systems (CHI'22 ) , 2022.
DOI
PDF
Finding AI's Faults with AAR/AI: An Empirical Study.
Roli Khanna, Jonathan Dodge, Andrew Anderson, Rupika Dikkala, Jed Irvine, Zeyad Shureih, Kin-Ho Lam, Caleb R. Matthews, Zhengxian Lin, Minsuk Kahng , Alan Fern, Margaret Burnett
ACM Transactions on Interactive Intelligent Systems, 12(1) (TiiS ) , 2022.
DOI
PDF
One Explanation is Not Enough: Structured Attention Graphs for Image Classification.
Vivswan Shitole, Li Fuxin, Minsuk Kahng , Prasad Tadepalli, Alan Fern
35th Conference on Neural Information Processing Systems (NeurIPS'21 ) , 2021.
PDF
arXiv
Contrastive Identification of Covariate Shift in Image Data
Matthew L. Olson, Thuy-Vy Nguyen, Gaurav Dixit, Neale Ratzlaff, Weng-Keen Wong, Minsuk Kahng
IEEE Visualization Conference (VIS'21 ) , 2021.
DOI
PDF
"Why did my AI agent lose?": Visual Analytics for Scaling Up After-Action Review
Delyar Tabatabai, Anita Ruangrotsakun, Jed Irvine, Jonathan Dodge, Zeyad Shureih, Kin-Ho Lam, Margaret Burnett, Alan Fern, Minsuk Kahng
IEEE Visualization Conference (VIS'21 ) , 2021.
DOI
PDF
Backprop Explainer: Interactive Explanation of Backpropagation in Neural Network Training
Donald R. Bertucci, Minsuk Kahng
4th Workshop on Visualization for AI Explainability (VISxAI at VIS'21) , 2021.
Interactive Article
From Heatmaps to Structural Explanations of Image Classifiers.
Li Fuxin, Zhongang Qi, Saeed Khorram, Vivswan Shitole, Prasad Tadepalli, Minsuk Kahng , Alan Fern
Applied AI Letters , 2021.
DOI
From "No Clear Winner" to an Effective XAI Process: An Empirical Journey
Jonathan Dodge, Andrew Anderson, Roli Khanna, Jed Irvine, Rupika Dikkala, Kin-Ho Lam, Delyar Tabatabai, Anita Ruangrotsakun, Zeyad Shureih, Minsuk Kahng , Alan Fern, Margaret Burnett
Applied AI Letters , 2021.
DOI
PDF
Doing Remote Controlled Studies with Humans: Tales from the COVID Trenches
Rupika Dikkala, Roli Khanna, Caleb Matthews, Jonathan Dodge, Sai Raja, Catherine Hu, Jed Irvine, Zeyad Shureih, Kin-Ho Lam, Andrew Anderson, Minsuk Kahng , Alan Fern, Margaret Burnett
ACM/IEEE 14th International Conference on Cooperative and Human Aspects of Software Engineering (CHASE'21) , 2021.
DOI
PDF
CNN Explainer: Learning Convolutional Neural Networks with Interactive Visualization
Zijie J. Wang, Robert Turko, Omar Shaikh, Haekyu Park, Nilaksh Das, Fred Hohman, Minsuk Kahng , Duen Horng (Polo) Chau
IEEE Transactions on Visualization and Computer Graphics (VIS'20 ) , 2020.
DOI
PDF
Demo
Video
Code
How Does Visualization Help People Learn Deep Learning? Evaluation of GAN Lab with Observational Study and Log Analysis
Minsuk Kahng , Duen Horng (Polo) Chau
IEEE Visualization Conference (VIS'20 ) , 2020.
PDF
Identifying Reasoning Flaws in Planning-Based RL Using Tree Explanations
Kin-Ho Lam, Zhengxian Lin, Jed Irvine, Jonathan Dodge, Zeyad T Shureih, Roli Khanna, Minsuk Kahng , Alan Fern
IJCAI-PRICAI 2020 Workshop on Explainable Artificial Intelligence (XAI) , 2020.
PDF
CNN 101: Interactive Visual Learning for Convolutional Neural Networks
Zijie J. Wang, Robert Turko, Omar Shaikh, Haekyu Park, Nilaksh Das, Fred Hohman, Minsuk Kahng , Duen Horng (Polo) Chau
ACM SIGCHI Conference on Human Factors in Computing Systems (CHI'20 Late Breaking Work) , 2020.
PDF
FairVis: Visual Analytics for Discovering Intersectional Bias in Machine Learning
Ángel Alexander Cabrera, Will Epperson, Fred Hohman, Minsuk Kahng , Jamie Morgenstern, Duen Horng (Polo) Chau
IEEE Conference on Visual Analytics Science and Technology (VIS'19 ) , 2019.
DOI
PDF
arXiv
Blog
Code
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, 25(8) , 2019.
DOI
PDF
Website
Medium
How Does Visualization Help People Learn Deep Learning? Evaluation of GAN Lab
Minsuk Kahng , Duen Horng (Polo) Chau
Workshop on Evaluation of Interactive Visual Machine Learning Systems (EVIVA-ML at IEEE VIS'19) , 2019.
PDF
Discovery of Intersectional Bias in Machine Learning Using Automatic Subgroup Generation
Ángel Alexander Cabrera, Minsuk Kahng , Fred Hohman, Jamie Morgenstern, Duen Horng (Polo) Chau
Debugging Machine Learning Models Workshop (at ICLR'19) , 2019.
PDF
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) (VIS'18 ) , 2019.
Open sourced with Google AI
DOI
PDF
Slides
Code
Website
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.
Best Paper, Honorable Mention
DOI
PDF
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) (VIS'17 ) , 2018.
Deployed on Facebook ML Platform; Invited to present at SIGGRAPH'18 as a top VIS paper (4 total)
DOI
PDF
Video
Slides
Website
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'17) , 2017.
A summary version of the paper presented at VIS'17 listed above.
PDF
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'17 ) , 2017.
DOI
PDF
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'16 ) , 2016.
DOI
PDF
Slides
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'16 ) , 2016.
DOI
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'17 Demo) , 2017.
PDF
Video
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.
DOI
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'16 ) , 2016.
Deployed on Facebook ML Platform
DOI
PDF
Slides
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'16 Poster) , 2016.
DOI
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.
DOI
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
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 (VIS'15 Poster) , IEEE, 2015.
DOI
PDF
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'15 Poster) , 2015.
PDF
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'15) , 2015.
DOI
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
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 as part of VIS'14 ) , 2014.
DOI
PDF Video
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
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'14) , 2014.
PDF
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'14) , 2014.
DOI
PDF
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'14) , 2014.
PDF
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'14 Extended Abstracts ) , 2014.
DOI
PDF
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'12 listed below.
DOI
Exploiting Paths for Entity Search in RDF Graphs
Minsuk Kahng , Sang-goo Lee
ACM SIGIR Conference on Research and Development in Information Retrieval (SIGIR'12 Poster) , 2012.
DOI
PDF
Poster
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'12 ) , 2012.
DOI
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'11 ) , 2011.
Best Paper Award
DOI
PDF
Slides
Ranking in Context-Aware Recommender Systems
Minsuk Kahng , Sangkeun Lee, Sang-goo Lee
International Conference on World Wide Web (WWW'11 Poster) , 2011.
DOI
PDF
Poster
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'11 ) , 2011.
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
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'10 Demo) , 2010.
DOI
(c) 2020 Minsuk Kahng