Publications

Our team of researchers actively publish in a variety of disciplines, including:

Data Mining and Machine Learning
Visual Analytics and Information Visualization
Medical Imaging
Text Analytics
Data Privacy and Security
Statistics
Wellness Systems

2012


MatrixFlow: Temporal Network Visual Analytics to Track Symptom Evolution during Disease Progression
American Medical Informatics Association Annual Symposium (AMIA)
Adam Perer, Jimeng Sun
Combining Knowledge and Data Driven Insights for Identifying Risk Factors using Electronic Health Records
American Medical Informatics Association Annual Symposium (AMIA)
Jimeng Sun, Jianying Hu, Dijun Luo, Marianthi Markatou, Fei Wang, Shahram Ebadollahi, Steven E. Steinhubl, Zahra Daar, Walter F. Stewart
A Healthcare Utilization Analysis Framework for Hot Spotting and Contextual Anomaly Detection
American Medical Informatics Association Annual Symposium (AMIA)
Jianying Hu, Fei Wang, Jimeng Sun, Robert Sorrentino, Shahram Ebadollahi
ICDA: A Platform for Intelligent Care Delivery Analytics
American Medical Informatics Association Annual Symposium (AMIA)
David Gotz, Harry Starvropoulos, Jimeng Sun, Fei Wang
Interactive Intervention Analysis
American Medical Informatics Association Annual Symposium (AMIA)
David Gotz, Krist Wongsuphasawat
SympGraph: A Framework for Mining Clinical Notes through Symptom Relation Graphs
18th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining (KDD)
Praikshit Sonhdi, Jimeng Sun, Hanghang Tong
Towards Heterogeneous Temporal Clinical Event Pattern Discovery:A Convolutional Approach
18th ACM SIGKDD Int. Conf. on Knowledge Discovery and Data Mining (KDD)
Fei Wang, Noah Lee, Jianying Hu, Jimeng Sun, Shahram Ebadollahi
Medical Prognosis Based on Patient Similarity and Expert Feedback
21st International Conference on Pattern Recognition (ICPR)
Fei Wang, Jianying Hu, Jimeng Sun
SOR: Scalable Orthogonal Regression for Low-Redundancy Feature Selection and its Healthcare Applications
12th SIAM Data Mining Conference (SDM)
Dijun Luo, Fei Wang, Jimeng Sun, Marianthi Markatou, Jianying Hu, Shahram Ebadollahi
Composite Distance Metric Integration by Leveraging Multiple Experts' Inputs and its Application in Similarity Assessment
Statistical Analysis and Data Mining
Fei Wang, Jimeng Sun, Shahram Ebadollahi
Leveraging Medical Thesauri and Physician Feedback for Improving Medical Literature Retrieval for Case Queries
Journal of American Medical Informatics Association (JAMIA)
Parikshit Sondhi, Jimeng Sun, ChengXiang Zhai, Robert Sorrentino and Martin S. Kohn
Case-based reasoning in comparative effectiveness research
IBM Journal of Development and Research
Marianthi Markatou, Prabani Kuruppumullage Don, Jianying Hu, Fei Wang, Jimeng Sun, Robert Sorrentino, Shahram Ebadollahi
Towards Personalized Care Coordination Service: Integrating Guideline-based Practice with Interactive Data-driven Analytics
Global Conference of Service Research and Innovation: Driving Innovation for IT Services
Hsueh, P., S. Ramakrishnan
Risk Mediation Service Cloud: Constructing Statistical Models of Adherence for Sustainable Care Coordination
ANNUAL SRII GLOBAL CONFERENCE
Hsueh, P., S. Ramakrishnan and H. Chang
Designing a Web-based Motivation Tool for Healthcare Compliance
Special Issues of Journal of Human Factors and Ergonomics in Manufacturing Service Industries
Raymund J. Lin, Sreeram Ramakrishnan, Henry Chang, Susan Spraragen, and Xinxin Zhu
Leveraging Social Media for Preventive Care–A Gamification System and Insights
The 24th European Medical Informatics Conference (MIE)
Raymund J. Lin, Xinxin Zhu
From Clinical Requirement to Personalized Wellness Decision Support: A Data-driven Framework for Computer-Supported Guideline Refinement
The 24th European Medical Informatics Conference (MIE)
Pei-Yun Hsueh, Ci-Wei Lan, Vincent Deng, Xinxin Zhu
Personalized Adherence Activity Recognition via Model-driven Sensor Data Assessment
The 24th European Medical Informatics Conference (MIE)
Hsiao, M., Hsueh, P., and S. Ramakrishnan
An Adaptable and Scalable Group Access Control Scheme for Managing Wireless Sensor Networks
Telematics and Informatics
Hao-Ting Pai,Fan Wua, Xinxin Zhu, Pei-Yun Hsueh, Ya-Han Hu
Analyzing Users' Social Media Behaviors for Improving the Design of a Healthcare Compliance Website
IUI 2012 (2012 International Conference on Intelligent User Interfaces)
Raymund J. Lin, Xinxin Zhu
Designing a Web-based Behavior Motivation Tool for Healthcare Compliance
International Conference on Applied Human Factors and Ergonomics
R. J. Lin, S. Ramakrishnan, H. Chang, S. Spraragen, X. Zhu

2011


Mining electronic medical records to explore the linkage between healthcare resource utilization and disease severity in diabetic patients.
IEEE International Conference on Healthcare Informatics, Imaging and Systems Biology (HISB).
N Lee, A F Laine, J Hu, F Wang, J Sun, S Ebadollahi.
Automatic Group Sparse Coding.
AAAI Conference on Artificial Intelligence.
F Wang, N Lee, J Sun, J Hu, S Ebadollahi.
Toward personalized care management of patients at risk: the diabetes case study.
ACM SIGKDD International Conference on Knowledge Discovery and Data Mining.
H Neuvirth, M Ozery-Flato, J Hu, J Laserson, M S Kohn, S Ebadollahi, M Rosen-Zvi.
Text and Data Mining of Longitudinal Electronic Health Records (EHRs) in a Primary Care Population Can Identify Heart Failure (HF) Patients Months to Years Prior to Formal Diagnosis Using the Framingham Criteria
American Heart Association Scientific Sessions.
S. R. Steinhubl, B. A. Williams, J. Sun, R. J. Byrd, Z. Daar, S. Ebadollahi, W. F. Stewart
SolarMap: Multifaceted Visual Analytics for Topic Exploration
IEEE International Conference on Data Mining (ICDM)
Nan Cao, David Gotz, Jimeng Sun, Yu-Ru Lin, and Huamin Qu
Visual Cluster Analysis in Support of Clinical Decision Intelligence
American Medical Informatics Association Annual Symposium (AMIA)
David Gotz, Jimeng Sun, Nan Cao, and Shahram Ebadollahi
DICON: Interactive Visual Analysis of Multidimensional Clusters
IEEE Information Visualization (InfoVis)
Nan Cao, David Gotz, Jimeng Sun, and Huamin Qu
ChronAtlas: A Visualization for Dynamic Topic Exploration
IEEE Information Visualization (InfoVis) Posters
Nan Cao, David Gotz, Jimeng Sun, Yu-Ru Lin, and Huamin Qu
Outflow: Visualizing Patient Flow by Symptoms and Outcome
IEEE VisWeek Workshop on Visual Analytics in Healthcare
Krist Wongsuphasawat and David Gotz
Integrating Distance Metrics Learned from Multiple Experts and its Application in Inter-Patient Similarity Assessment
SIAM Conference on Data Mining
Fei Wang, Jimeng Sun, Shahram Ebadollahi
iMet: Interactive Metric Learning in Healthcare Applications
SIAM Conference on Data Mining
Fei Wang, Jimeng Sun, Jianying Hu, Shahram Ebadollahi
Information Technology for Healthcare Transformation Applications
IBM Systems Journal
Bigus, J.P. et al.
Latent Graphical Models for Quantifying and Predicting Patent Quality
ACM Knowledge Discovery and Data Mining (KDD) 2011.
Liu Y., Hsueh, P. et al.
Service Composition in GreenOlive Intelligent Living Platform
13th International Congress on Medical Informatics
Zeng, L., Hsueh, P., and X. Zhu.

2010


Real-time prognosis of ICU physiological data streams.
Engineering in Medicine and Biology Society (EMBC), International Conference of the IEEE.
D Sow, A Biem, J Sun, J Hu, S Ebadollahi
Predicting Patient’s Trajectory of Physiological Data using Temporal Trends in Similar Patients: A System for Near-Term Prognostics.
AMIA Annual Symposium Proceedings.
S Ebadollahi, J Sun, D Gotz, J Hu, D Sow, C Neti
A System for Mining Temporal Physiological Data Streams for Advanced Prognostic Decision Support.
IEEE International Conference on Data Mining (ICDM).
J Sun, D Sow, J Hu, S Ebadollahi
Localized Supervised Metric Learning on Temporal Physiological Data.
International Conference on Pattern Recognition (ICPR).
J Sun, D Sow, J Hu, S Ebadollahi
A Visualization Tool for Navigation of Online Disease Literature
American Medical Informatics Association Annual Symposium (AMIA) Posters
Jimeng Sun, David Gotz, and Nan Cao
FacetAtlas: Multi-facet Visualization for Rich Text Corpora
IEEE Information Visualization (InfoVis)
Nan Cao, Jimeng Sun, Yu-Ru Lin, David Gotz, Shixia Liu and Huamin Qu
DiseaseAtlas: Multi-facet Visual Analytics for Online Disease Articles
International Conference of the IEEE Engineering in in Medicine and Biology Society (EMBC)
Jimeng Sun, David Gotz, Nan Cao
Medical Case-based Retrieval by Leveraging Medical Ontology and Physician Feedback
UIUC-IBM at ImageCLEF 2010
Parikshit Sondhi, Jimeng Sun, ChengXiang Zhai, Robert Sorrentino, Martin S. Kohn, Shahram Ebadollahi, Yanen Li
Cloud-based Platform for Personalization in a Wellness Management Ecosystem: Why, What, and How
IEEE International Conference of Collaborative Computing
Hsueh, P., Lin, R., Hsiao, J., Zeng, L., Ramakrishnan, S. and Chang, H.
GreenOlive: An Open Platform for Wellness Management Ecosystem
IEEE/INFORMS International Conference on Service Operations and Logistics, and Informatics (SOLI 2010)
Zeng, L., Hsueh, P., Chang, H., Chung, C., and Huang R.

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