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last updated October 13, 2026

Deep learning-based classification and generation for paired chest X-ray images
PI: Guan-Hua Huang (National Yang Ming Chiao Tung University)
Role: Principal investigator
National Science and Technology Council, Taiwan: 2026/08/01-2027/07/31
[Abstract]

Self-supervised pre-training for disease detection and localization in chest X-ray images
PI: Guan-Hua Huang (National Yang Ming Chiao Tung University)
Role: Principal investigator
National Science and Technology Council, Taiwan: 2025/08/01-2026/07/31
[Abstract]

Deep learning models for common disease detection and localization in chest X-ray images
PI: Guan-Hua Huang (National Yang Ming Chiao Tung University)
Role: Principal investigator
National Science and Technology Council, Taiwan: 2024/08/01-2025/07/31
[Abstract]

Deep learning based medical image analysis
PI: Guan-Hua Huang (National Yang Ming Chiao Tung University)
Role: Principal investigator
Ministry of Science and Technology of Taiwan: 2022/08/01-2024/07/31
[Abstract]

Detecting SNP-SNP interactions in drug sensitivity screens via endophenotypes
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
Ministry of Science and Technology of Taiwan: 2020/08/01-2022/07/31
[Abstract]

The impact of psychological safety, adaptability, and inclusiveness on interprofessional collaboration - a longitudinal and intervention study
PI: Angela Fan (National Yang-Ming University)
Role: Co-principal investigator
Ministry of Science and Technology of Taiwan: 2019/08/01-2020/07/31
[Abstract]

Application of machine learning based experimental design in selecting optimal substrate cleaning conditions
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
Industrial Technology Research Institute: 2019/01/01-/2019/12/31
[Abstract | Project web page]

Variable selection for high-dimensional latent class models
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
Ministry of Science and Technology of Taiwan: 2018/08/01-2020/07/31
[Abstract]

A study of the relationship among gender, leadership, and humane care in Taiwanese medical doctors
PI: Angela Fan (National Yang-Ming University)
Role: Co-principal investigator
Ministry of Science and Technology of Taiwan: 2018/08/01-2019/07/31
[Abstract]

Develop Taiwanese competency based domains in system-based practice, interpersonal relationship and communication, and practice-based leaning and improvement - integration with emotional competence training
PI: Angela Fan (National Yang-Ming University)
Role: Co-principal investigator
Ministry of Science and Technology of Taiwan: 2018/08/01-2019/07/31
[Abstract]

Screen and intervene: a diagnostic accuracy study and a randomized controlled trial for postextubation dysphagia
PI: Cheryl Chia-Hui Chen (National Taiwan University)
Role: Co-principal investigator
Ministry of Science and Technology of Taiwan: 2017/08/01-2020/07/31
[Abstract]

Detecting copy number variations from next-generation sequencing data via a Bayesian procedure
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
Ministry of Science and Technology of Taiwan: 2016/08/01-2018/07/31
[Abstract]

Effects of a "walk, eat & breathe" nursing intervention for patients with esophageal cancer: a randomized controlled trial
PI: Cheryl Chia-Hui Chen (National Taiwan University)
Role: Co-principal investigator
Ministry of Science and Technology of Taiwan: 2016/08/01-2018/07/31
[Abstract]

Burnout and resilience - a longitudinal and intervention study on medical students and physicians
PI: Angela Fan (National Yang-Ming University)
Role: Co-principal investigator
National Science Council of Taiwan: 2016/08/01-2018/07/31
[Abstract]

The study the differences of related clinical issues by analyzing & comparing e-data from NTUH and BJH
PI: Guan-Hua Huang (National Chiao Tung University), Li-Kuei Chen (National Taiwan University Hospital)
Role: Principal investigator
National Chiao Tung University and National Taiwan University Hospital: 2016/01/01-2016/12/31
[Abstract]

Traffic flow prediction for freeway 5 in Taiwan
PI: Henry Horng-Shing Lu (National Chiao Tung University)
Role: Co-principal investigator
China Engineering Consultants, Inc.: 2015/12/01-2017/02/28
[Abstract]

Ensemble-based adaptive learning for remaining useful life (RUL) prediction of equipment components
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
Industrial Technology Research Institute: 2015/12/01-2016/12/31
[Abstract]

A components-dependency based process parameters mining for equipment data
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
Industrial Technology Research Institute: 2014/12/01-2015/12/31
[Abstract]

In-depth research in latent class modeling
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
National Science Council of Taiwan: 2014/08/01-2016/07/31
[Abstract]

Functional recovery after cardiac surgery for older patients: does delirium and calorie intake matter?
PI: Cheryl Chia-Hui Chen (National Taiwan University)
Role: Co-principal investigator
National Science Council of Taiwan: 2013/08/01-2016/07/31
[Abstract]

Analysis of professionalism cultivation in medical school training: the influence of empathy, medical humanities curriculum, and service learning on professionalism
PI: Angela Fan (National Yang-Ming University)
Role: Co-principal investigator
National Science Council of Taiwan: 2013/08/01-2015/07/31
[Abstract]

A study on simulating realistic gene expression microarray data
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
National Science Council of Taiwan: 2012/08/01-2014/07/31
[Abstract]

Swallowing and nutritional complications after endotracheal extubation: A study covers both whether and how
PI: Cheryl Chia-Hui Chen (National Taiwan University)
Role: Co-principal investigator
National Science Council of Taiwan: 2012/08/01-2015/07/31
[Abstract]

Methods and strategies for discovering copy number variation with next-generation sequencing
PI: Guan-Hua Huang (National Chiao Tung University), Shin-Yu Lin (National Taiwan University Hospital)
Role: Principal investigator
National Chiao Tung University and National Taiwan University Hospital: 2012/01/01-2012/12/31
[Abstract]

Study of different medical education modes on the development of medical students' critical thinking
PI: Angela Fan (National Yang-Ming University)
Role: Co-principal investigator
National Science Council of Taiwan: 2011/08/01-2013/07/31
[Abstract]

Gene expression microarray data simulator
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
National Science Council of Taiwan: 2011/08/01-2012/07/31
[Abstract]

Evaluation and planning for the training of scientific research and medical humanities in medical education
PI: Angela Fan (National Yang-Ming University)
Role: Co-principal investigator
National Science Council of Taiwan: 2010/08/01-2011/07/31
[Abstract]

Statistical methods for analyzing high-throughput genomic data
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
National Science Council of Taiwan: 2009/08/01-2011/07/31
[Abstract]

Effects of oral care protocol on oral hygiene, swallowing ability, taste sensitivity, and nutritional status in older hospitalized patients who undergoing elective abdominal surgery
PI: Cheryl Chia-Hui Chen (National Taiwan University)
Role: Co-principal investigator
National Science Council of Taiwan: 2009/08/01-2012/07/31
[Abstract]

Effects of a newly modified National Taiwan University Elder Life Program
PI: Cheryl Chia-Hui Chen (National Taiwan University)
Role: Co-principal investigator
National Health Research Institutes of Taiwan: 2009/01/01-2012/12/31
[Abstract]

National research program for genomic medicine: advanced bioinformatics core: genomic statistics for complex diseases
PI: Chun-Houh Chen (Academia Sinica)
Role: Co-principal investigator
National Science Council of Taiwan: /2008/05/01-/2011/04/30
[Abstract]

Statistical validation and inferences of endophenotypes
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
National Science Council of Taiwan: 2007/08/01-2009/07/31
[Abstract]

The development of a hospital-based intervention program to prevent functional decline: a quasi-experimental study
PI: Cheryl Chia-Hui Chen (National Taiwan University)
Role: Co-principal investigator
National Science Council of Taiwan: 2006/08/01-2009/07/31
[Abstract]

Bayesian inferences on latent class regression with an unknown number of components via reversible jump Markov chain Monte Carlo
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
National Science Council of Taiwan: 2005/08/01-2007/07/31
[Abstract]

A prospective study of cognitive, nutritional, and functional decline associated with hospitalization in older Taiwanese patient
PI: Cheryl Chia-Hui Chen (National Taiwan University)
Role: Co-principal investigator
National Science Council of Taiwan: /2005/08/01-/2006/07/31
[Abstract]

National research program for genomic medicine: advanced bioinformatics core for genomic statistics for complex diseases
PI: Chun-Houh Chen (Academia Sinica)
Role: Co-principal investigator
National Science Council of Taiwan: 2005/05/01-2008/04/30
[Abstract]

National research program for genomic medicine: a study on risk mutations of vulnerability genes of schizophrenia
PI: Hai-Gwo Hwu (National Taiwan University)
Role: Co-investigator
National Science Council of Taiwan: /2005/05/01-/2008/04/30
[Abstract]

Familial and birth cohort effects on the aging senses (I) & (II)
PI: Karen J. Cruickshanks (University of Wisconsin-Madison)
Role: Co-investigator
National Institutes of Health, USA: 2004/12/01-2014/11/30
[Abstract]

Application of latent variable models in evaluating diagnostic tests and its software development
PI: Guan-Hua Huang (National Chiao Tung University)
Role: Principal investigator
National Science Council of Taiwan: 2003/12/01-2005/07/31
[Abstract]

Epidemiology of age-related ocular disease
PI: Ronald Klein (University of Wisconsin-Madison)
Role: Biostatistician
National Institutes of Health, USA: 2001/10/01-2003/08/31
[Abstract]

Cohort registry of type 1 diabetes
PI: Donn D'Alessio (University of Wisconsin-Madison)
Role: Biostatistician
National Institutes of Health, USA: 2000/08/01-2002/09/29
[Abstract]