Chih-Lin Chi
The University of Iowa
|
|
Contact
Information Department of Management Science, S210
John Pappajohn Business Building, Iowa
City, IA 52242 Email: chih-lin-chi@uiowa.edu |
Education
Ph.D.
Health Informatics program, The
University of Iowa, Summer 2009 expected
M.B.A.
Feng Chia University , Taichung,
Taiwan, June 2000
BS
in Zoology, National Chung-Hsing University (NCHU), Taichung, Taiwan, June 1998
Dissertation
Title: Machine learning-based decision
support systems for personalized medical care
Advisor:
Brief description: This dissertation describes three new algorithms
for constructing machine learning-based decision support systems. All three
acquire and update medical knowledge automatically from data and utilize
nonlinear forms of knowledge to provide personalized decision support. These
new methods are applied to: (1) individualized multi-objective hospital
referral that estimates personalized survival probabilities in each hospital
and facilitates more flexible and better hospital selection; (2) individualized,
cost-effective diagnosis that determines individualized testing sequences to
speed up diagnoses and reduce testing cost without losing diagnostic
performance; (3) individualized lifestyle recommendation that constructs
patient-specific lifestyle changes based on the individual characteristics to
reduce the risk of cardiovascular disease.
Research interests
Machine learning
Data mining
Decision support systems
Cost-effective diagnosis
Hospital quality
Database design
Research experience
Graduate
Research Assistant: 2004-present
Information
Systems and Optimization Research (ISOR) Laboratory
The
University of Iowa
Supervisor:
Associate Professor W. Nick Street
Description: identify research questions and
develop solutions
Without
Compensation Employee (
Iowa City VA Medical Center
Supervisor: Dr. Terry L. Wahls
Description: use machine-learning approaches to investigate the
relationship between treatment of delay and outcomes
Internship:
2005 Summer
Cerner,
KC, MO
Supervisor:
Karen Widenski
Description: apply data mining to discover
the gap between intervention and outcome
Research
Assistant in Database Design Project: 2005 Spring
The
University of Iowa
Supervisor:
Professor Connie White Delaney
Description: design an ER model and
interface for Nursing Management Minimum Dataset
Publications
Chih-Lin Chi, W. Nick Street. The optimal
diagnostic decision sequence. American Proceedings of the 2007 AMIA Annual
Symposium (poster), page 902, Washington, DC, November 2008.
Chih-Lin Chi, W. Nick Street , William H. Wolberg. Application of Artificial Neural Network-Based Survival Analysis on Two Breast Cancer Datasets. Proceedings of the 2007 AMIA Annual Symposium, pages 130-134, Chicago, IL, November 2007
Chih-Lin Chi, W. Nick Street. A data mining technique for
risk-stratification diagnosis. Proceedings of the 2007 AMIA Annual
Symposium (poster), page 909, Chicago, IL, November 2007
Chih-Lin Chi, W. Nick Street, Marcia M. Ward. Building a Hospital Referral
Expert System with a Prediction and Optimization-Based Decision Support System
Algorithm. Journal of Biomedical Informatics 41(2):371-386, April
2008 .
Chih-Lin Chi. The E-mail Advertising Effectiveness
Enhancing Mechanism By Using Neural Network Model. MBA thesis in National
Taiwan Library (2000).
Working papers
Chih-Lin Chi, W. Nick Street, David A.
Katz. A decision support system for cost-effective diagnosis. Journal
submission, under review.
Chih-Lin Chi, W. Nick Street, Jennifer G.
Robinson. Healthy lifestyle expert system. Journal submission, in preparation.
Der-Fa
Lu, Chih-Lin Chi, W. Nick Street, Terry L. Wahls. Delay-outcome relationships
in prostate cancer patients. Journal submission, in preparation.
Chih-Lin
Chi, Hui-Chen Tseng, Margrét Ólafsdóttir Thorlacius, Connie White Delaney, Diane
L. Huber. The database design of Nursing Management Minimum Dataset. Journal
submission, in preparation.
Invited talk
Building a hospital referral expert system
with a prediction and optimization-based decision support system algorithm.
Management Sciences Seminar Series, Iowa City, IA, March 2008.
Active feature learning for medical diagnosis, INFORMS Annual
Meeting, Seattle, WA, November 2007.
Health informatics, Iowa School Counselor
Association, Ames, IA, October 2005
Health informatics, Iowa School Counselor Association, Bettendorf, IA,
April 2005
Teaching
experience
Teaching
Assistant, Department of Management Sciences, University of Iowa: 20032004
Web Programming (06K:126 and 06K:226):
helped to solve students¡¦ Visual Basic programming problems in the lab session
Computer Analysis (06K:070): helped students
with questions in Microsoft Office in office hours
Teaching
Assistant, Department of Business Administration, Feng
Chia University, Taiwan: 1999-2000
Statistics: teaching SAS software
Award and working experience
Bronze Award (1999) of e-commerce product proposal from Advantech, Technology Innovation Competition
Academic
Honors (1999 and 2000) from Alumni Association of the Dept. of Business
Administration of Feng Chia University
Professional activities
Reviewer
Artificial Intelligence in Medicine
Computers in Biology and Medicine
AMIA
2008
KDD
2007
KDD 2006
Proposal
Intelligent PowerPlan proposal for Cerner
Patent and disclosure
The drink bottle of cap on cap and sipper attached¡XPRC Patent (1999)
The
structure of pen cap for automatic flexible protection¡XROC Patent (1997)
The
envelop of self-gluing seal and stamp (1996)
The structure of multiples force unit (1996)
Link
Information Systems and
Optimization Research (ISOR) Laboratory