Center for Computational Health Publications



2016

Data Driven Modeling of Electronic Health Record Data to Detect Pre-Diagnostic Heart Failure Subtypes in Primary Care
Ng K, Stewart WF, deFilippi C, Steinhubl SR,
AMIA Jt Summits Transl Sci 2016

Interacting with Predictions: Visual Inspection of Black-box Machine Learning Models
Krause J, Perer A, Ng K
ACM Conference on Human Factors in Computing Systems, 2016

Imputing Drug-Perturbed Gene Expression Profiles for LINCS L1000 Data
Rachel Hodos, Ping Zhang, Qiaonan Duan, Avi Ma'ayan, Neil R. Clark, Fei Wang, David Sontag, Jianying Hu, Joel Dudley
AMIA Summit on Translational Bioinformatics (TBI), Abstract, 2016

Predicting Drug-Drug Interactions through Large-Scale Similarity-Based Link Prediction
Achille Fokoue, Mohammad Sadoghi, Oktie Hassanzadeh, Ping Zhang
Extended Semantic Web Conference (ESWC), 2016
Abstract

Predicting Drug-Drug Interactions Through Similarity-Based Link Prediction Over Web Data
Achille Fokoue, Oktie Hassanzadeh, Mohammad Sadoghi, Ping Zhang
International World Wide Web Conference (WWW), Demo, ACM, 2016

Risk Prediction with Electronic Health Records: A Deep Learning Approach
Yu Cheng, Fei Wang, Ping Zhang, Jianying Hu
SIAM International Conference on Data Mining (SDM), 2016
Abstract

VisOHC: Designing Visual Analytics for Online Health Communities
Bum Chul Kwon, Sung-Hee Kim, Sukwon Lee, Jaegul Choo, Jina Huh, Ji Soo Yi
Visualization and Computer Graphics, IEEE Transactions on 22(1), 71--80, 2016

Clustering of elderly patient subgroups to identify medication-related readmission risks
Olson, Catherine H and Dey, Sanjoy and Kumar, Vipin and Monsen, Karen A and Westra, Bonnie L
International journal of medical informatics 85(1), 43--52, Elsevier, 2016

Data Driven Analytics for Personalized Healthcare
Hu, Jianying and Perer, Adam and Wang, Fei
Healthcare Information Management Systems, pp. 529--554, Springer, 2016


2015

Next-Generation Wellness and Prevention Care: From Supporting Technology for Personalization to Ecosystem Formation.
P. Hsueh, H. Chang, S. Ramakrishnan
Healthcare information Management, 4th Edition, Springer Publishing, 2015

Prediction of Drug-Drug Interactions Based on Clinical Side Effects
Ping Zhang, Fei Wang, Jianying Hu
AMIA Summit on Translational Bioinformatics (TBI), Abstract, 2015

Personalized Medicine on Cancer Treatment: Using Big Data Techniques to Integrate Clinical and Genomic Data
Filippo Utro, Ping Zhang, Fei Wang, Jianying Hu
AMIA Summit on Translational Bioinformatics (TBI), Abstract, 2015

Curating and Integrating Data from Multiple Sources to Support Healthcare Analytics
Kenney Ng, Chris Kakkanatt, Michael Benigno, Clay Thompson, Margaret Jackson, Amos Cahan, Xinxin Zhu, Ping Zhang, Paul Huang
International Medical Informatics Conference (MedInfo), Abstract, IOS Press, 2015
Abstract

Label Propagation Prediction of Drug-Drug Interactions Based on Clinical Side Effects
Ping Zhang, Fei Wang, Jianying Hu, Robert Sorrentino
Scientific Reports, Nature Publishing Group, 2015
Abstract

Towards Computational Drug Repositioning: A Comparative Study of Single-task and Multi-task Learning
Ping Zhang, Zhaonan Sun, Fei Wang, Jianying Hu
American Medical Informatics Association Annual Symposium (AMIA), Abstract, 2015
Abstract


Early Detection of Heart Failure with Varying Prediction Windows by Structured and Unstructured Data in Electronic Health Records
Wang Y, Ng K, Byrd R, Hu J, Ebadollahi S, Daar Z, deFilippi C, Steinhubl SR, Stewart WF
IEEE Engineering in Medicine and Biology Society (EMBS) 2015

Curating and Integrating Data from Multiple Sources to Support Healthcare Analytics.
Ng K, Kakkanatt C, Benigno M, Thompson C, Jackson M, Cahan A, Zhu X, Zhang P, Huang P
Stud Health Technol Inform. 2015;216:1056.

Personalized Predictive Modeling and Risk Factor Identification using Patient Similarity
Ng K, Sun J, Hu J, Wang F
AMIA Jt Summits Transl Sci Proc. 2015 Mar 25;2015:132-6.

Prescription Extraction from Clinical Notes: Towards Automating EMR Medication Reconciliation.
Wang Y, Steinhubl SR, Defilippi C, Ng K, Ebadollahi S, Stewart WF, Byrd RJ.
AMIA Jt Summits Transl Sci Proc. 2015 Mar 25;2015:188-93.

Early Detection of Heart Failure Using Structured and Unstructured Information in Electronic Health Records
Wang Y, Ng K, Byrd RJ, Ebadollahi S, Stewart WF
AMIA Jt Summits Transl Sci 2015

Addressing Patient Adherence Issues by Engaging Enabling Technologies
Hsueh, P.S., M. Ball, F. J. Martin Sanchez, C. Patrovian, V. Patel.
Proceedings of the 26th European Medical Informatics Conference (MIE 2015)

Effective patient adherence management with patient-generated data.
Hsueh, P.S., M. Ball, M. Marschollek, F. J. Martin Sanchez, C. Patrovian, V. Patel.
The 15th World Congress on Medical and Health Informatics (MEDINFO 2015)

Data Driven Modeling of Electronic Health Record Data to Detect Pre-Diagnostic Heart Failure in Primary Care
Ng K, Stewart WF, deFilippi C, Wang Y, Byrd R, Steinhubl SR, Hu J, Daar Z, Law H, Hu J
American Heart Association 2015 Scientific Sessions

Physician Documentation Behaviors in Electronic Health Records as a Potential Source of Noise for Early Detection of Heart Failure
Wang Y, Ng K, Hu J, Byrd RJ, Steinhubl SR, deFilippi C, Stewart WF
American Heart Association 2015 Scientific Sessions

Incorporating Patient Generated Health Data into Chronic Disease Management: A Human Factors Approach.
Catalina M. Danis
Healthcare Information Management Systems, Fourth Edition., New York: Springer, 2015

No Patient Engagement˙& no Chance for Adherence!
Marion Ball, Marty Minniti, Catalina Danis, Alexis Concordia, & Sasha Ballen.
Journal of Healthcare Information Management , 2015

Secondhand smoke exposure, parental depressive symptoms and preschool behavioral outcomes
Nerissa S Bauer, Anand, Vibha, Aaron E Carroll, Stephen M Downs
Journal of pediatric nursing 30(1), 227--235, Elsevier, 2015

Pediatric decision support using adapted Arden Syntax
Anand, Vibha, Aaron E Carroll, Paul G Biondich, Tamara M Dugan, Stephen M Downs
Artificial intelligence in medicine, Elsevier, 2015

Leveraging Electronic Tablets and a Readily Available Data Capture Platform to Assess Chronic Pain in Children: The PROBE system.
Anand, Vibha, Steven J Spalding
Studies in health technology and informatics216, 554, 2015

A method to combine signals from spontaneous reporting systems and observational healthcare data to detect adverse drug reactions
Li, Ying and Ryan, Patrick B and Wei, Ying and Friedman, Carol
Drug safety 38(10), 895--908, Springer, 2015

What are the Causes of Non-compliance Behaviors in Bar Code Medication Administration System Processes?
Byung Cheol Lee, Sukwon Lee, Bum Chul Kwon, Ji Soo Yi
International Journal of Human-Computer Interaction 31(4), 227--252, 2015

Coddlers, scientists, adventurers, and opportunists: Personas to inform online health community development
Jina Huh, Bum Chul Kwon, Jaegul Choo, Sung-Hee Kim, Ji Soo Yi
arXiv preprint arXiv:1506.09191, 2015

Predictive Models for Integrating Clinical and Genomic Data
Dey, Sanjoy and Gupta, Rohit and Steinbach, Michael and Kumar, Vipin
Healthcare Data Analytics36, 433, CRC Press, 2015

LINKAGE: An Approach for Comprehensive Risk Prediction for Care Management
Sun, Zhaonan and Wang, Fei and Hu, Jianying
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 1145--1154, 2015

Mining and exploring care pathways from electronic medical records with visual analytics
Perer, Adam and Wang, Fei and Hu, Jianying
Journal of biomedical informatics56, 369--378, Elsevier, 2015

Mining Patterns Associated With Mobility Outcomes in Home Healthcare
Dey, Sanjoy and Cooner, Jacob and Delaney, Connie W and Fakhoury, Joanna and Kumar, Vipin and Simon, Gyorgy and Steinbach, Michael and Weed, Jeremy and Westra, Bonnie L
Nursing research 64(4), 235--245, LWW, 2015

Towards actionable risk stratification: a bilinear approach
Wang, Xiang and Wang, Fei and Hu, Jianying and Sorrentino, Robert
Journal of biomedical informatics53, 147--155, Elsevier, 2015

Analysis of Care Pathway Variation Patterns in Patient Records
Li, Xiang and Mei, Jing and Liu, Haifeng and Yu, Yiqin and Xie, Guotong and Hu, Jianying and Wang, Fei
Studies in health technology and informatics210, 692, 2015

Temporal Phenotyping from Longitudinal Electronic Health Records: A Graph Based Framework
Liu, Chuanren and Wang, Fei and Hu, Jianying and Xiong, Hui
Proceedings of the 21th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp. 705--714, 2015

Data Driven Modeling of Electronic Health Record Data to Detect Pre-diagnostic Heart Failure in Primary Care
Ng, Kenney and Stewart, Walter F and Wang, Yajuan and Byrd, Roy J and Steinhubl, Steven R and Daar, Zahar and Law, Heather and Hu, Jianying and others
Circulation 132(Suppl 3), A17713--A17713, Am Heart Assoc, 2015

Physician Documentation Behaviors in Electronic Health Records as a Potential Source of Noise for Early Detection of Heart Failure
Wang, Yajuan and Ng, Kenney and Hu, Jianying and Byrd, Roy J and Steinhubl, Steven R and Stewart, Walter F and others
Circulation 132(Suppl 3), A16364--A16364, Am Heart Assoc, 2015

Label Propagation Prediction of Drug-Drug Interactions Based on Clinical Side Effects
Zhang, Ping and Wang, Fei and Hu, Jianying and Sorrentino, Robert
Scientific reports5, Nature Publishing Group, 2015

A system for identifying and investigating unexpected response to treatment
Ozery-Flato, Michal and Ein-Dor, Liat and Neuvirth, Hani and Parush, Naama and Kohn, Martin S and Hu, Jianying and Aharonov, Ranit
AMIA Summits on Translational Science Proceedings2015, 137, American Medical Informatics Association




Health Care Analytics

Research, development and application of data mining and machine learning techniques to analyze, model and derive insights from real world healthcare data.


Computational Health Behavior & Decision Science

Computational methods to recognize behaviors from data, compare alternative intervention programs and deliver data-driven insights to individuals in a way that motivates and supports behavior change