Guan-Hua Huang
Job title Professor and Director
Name Guan-Hua Huang
Office Tel No. 886-3-5712121 ext 31334
Address Institute of Statistics, National Yang Ming Chiao Tung University, 1001 University Road, Hsinchu, Taiwan 30010, ROC
Email
Personal Website https://ghuang.stat.nycu.edu.tw/
Teaching Field Multivariate analysis
Deep learning in medical image analysis
Biostatistics
Analysis of high-throughput genomic data
Research expertise Biostatistics
Genetic statistics
High dimensional data analysis
Machine learning and deep learning
Medical image analysis
Year Paper Title
2023 Schubert CR*, Fischer ME, Pinto AA, Paulsen AJ, Chen Y, Huang GH, Klein BEK, Tsai MY, Merten N, Cruickshanks KJ, Inflammation, metabolic dysregulation and environmental neurotoxins and risk of cognitive decline and impairment in midlife., Neurological Sciences, 44(1):149-157, January, 2023
2022 Lee P, Chen TB, Liu CH*, Wang CY, Huang GH, Lu NH, Identifying the posture of young adults in walking videos by using a fusion artificial intelligent method., Biosensors, 12:295, May, 2022
2022 Huang GH*, Fu QJ, Gu MZ, Lu NH, Liu KY, Chen TB, Deep transfer learning for the multilabel classification of chest X-ray images., Diagnostics, 12:1457, June, 2022
2021 Incidence of hearing impairment and changes in pure-tone average across generations., JAMA Otolaryngology-Head & Neck Surgery 147(2):151-158, February, 2021
2021 Tsou PH, Lin ZL, Pan YC, Yang HC, Chang CJ, Liang SK, Wen YF, Chang CH, Chang LY, Yu KL, Liu CJ, Keng LT, Lee MR, Ko JC*, Huang GH*, Li YK*, Exploring volatile organic compounds in breath for high-accuracy prediction of lung cancer., Cancers 13(6):1431, March, 2021
2021 Paulsen AJ*, Pinto A, Merten N, Chen Y, Fischer ME, Huang GH, Klein BEK, Schubert CR, Cruickshanks KJ, Factors associated with the macular ganglion cell-inner plexiform layer thickness in a cohort of middle-aged U.S. adults., Optometry and Vision Science 98(3):295-305, March, 2021
2021 Paulsen AJ*, Pinto A, Fischer ME, Chen Y, Huang GH, Klein BEK, Klein R, Cruickshanks KJ, Generational differences in the 10-year incidence of impaired contrast sensitivity., Ophthalmic Epidemiology, 28(2):175-182, April, 2021
2020 Dalton DS, Schubert CR*, Pinto A, Fischer ME, Huang GH, Klein BEK, Klein R, Pankow JS, Paulsen AJ, Tsai MY, Tweed TS, Cruickshanks KJ, Cadmium, obesity, and education, and the 10-year incidence of hearing impairment: The Beaver Dam Offspring Study., Laryngoscope 130(6):1396-1401, June, 2020
2020 A Bayesian procedure for detecting copy number variations from sequencing read depths., Scientific Reports 10:10493, June, 2020
2020 Merten N*, Paulsen AJ, Pinto AA, Chen Y, Dillard LK, Fischer ME, Huang GH, Klein BEK, Schubert CR, Cruickshanks KJ, Macular ganglion cell-inner plexiform layer as a marker of cognitive and sensory function in midlife., Journals of Gerontology Series A-Biological Sciences and Medical Sciences 75(9):e42-e48, September, 2020
2020 Huang GH*, Lin CH, Cai YR, Chen TB, Hsu SY, Lu NH, Chen HY, Wu YC, 2020
2019 Chen CCH*, Yang YT, Lai IR, Lin BR, Yang CY, Huang J, Tien YW, Chen CN, Lin MT, Liang JT, Li HC, Huang GH, Inouye SK, 2019
2019 Schubert CR*, Cruickshanks KJ, Fischer ME, Pinto AA, Chen Y, Huang GH, Klein BEK, Klein R, Pankow JS, Paulsen AJ, Dalton DS, Tweed TS, Sensorineural impairments, cardiovascular risk factors, and 10-Year incidence of cognitive impairment and decline in midlife: The Beaver Dam Offspring Study., Journals of Gerontology Series A-Biological Sciences and Medical Sciences 74(11):1786-1792, October., 2019
2017 Chen CCH, Li HC, Liang JT, Lai IR, Purnomo JDT, Yang YT, Lin BR, Huang J, Yang CY, Tien YW, Chen CN, Lin MT, Huang GH*, Inouye SK, Effect of a modified hospital elder life program on delirium and length of hospital stay in patients undergoing abdominal surgery: A cluster randomized clinical trial., JAMA Surgery 152(9):827-834, Sep. 2017
2017 Cruickshanks KJ*, Nondahl DM, Johnson LJ, Dalton DS, Fisher ME, Huang GH, Klein BE, Klein R, Schubert CR, Generational differences in the 5-year incidence of age-related macular degeneration., JAMA Ophthalmology 135(12):1417-1423, December, 2017
2016 Tsai MH, Ku SC, Wang TG, Hsiao TY, Lee JJ, Chan DC, Huang GH, Chen CCH*, Swallowing dysfunction following endotracheal intubation: Age matters., Medicine 95(24):e3871. doi: 10.1097/MD.0000000000003871, Jun. 2016
2016 Huang GH, Model identifiability. Wiley StatsRef: Statistics Reference Online., John Wiley & Sons. DOI: 10.1002/9781118445112.stat06411.pub2, May. 2016
2015 Xu YJ, Cheng JC, Lee JM, Huang PM, Huang GH, Chen CCH*, A walk-and-eat intervention improves outcomes for patients with esophageal cancer undergoing neoadjuvant chemoradiotherapy., Oncologist 20(10):1216-1222, Oct. 2015
2015 Pan JC, Liu CM, Hwu HG, Huang GH*, Allocation variable-based probabilistic algorithm to deal with label switching problem in Bayesian mixture models., PLoS One 10(10):e0138899. doi: 10.1371/journal.pone.0138899, Oct. 2015
2015 Schubert CR*, Cruickshanks KJ, Fischer ME, Huang GH, Klein R, Tsai MY, Pinto AA, Carotid intima media thickness, atherosclerosis, and 5-year decline in odor identification: The Beaver Dam Offspring Study., Journals of Gerontology Series A-Biological Sciences and Medical Sciences 70(7):879-884, Jul. 2015
2015 Li HC, Chen YS, Chiu MJ, Fu MC, Huang GH, Chen CCH*, Delirium, subsyndromal delirium, and cognitive changes in individuals undergoing elective coronary artery bypass graft surgery., Journal of Cardiovascular Nursing 30(4):340-345, Jul. 2015
2015 Chen CCH*, Lin MT, Liang JT, Chen CM, Yen CJ, Huang GH, Pre-surgical geriatric syndromes, frailty, and risks for postoperative delirium in older patients undergoing gastrointestinal surgery: prevalence and red flags., Journal of Gastrointestinal Surgery 19(5):927-934, May. 2015
2015 Su H, Hsiao TY, Ku SC, Wang TG, Lee JJ, Tzeng WC, Huang GH, Chen CCH*, Tongue weakness and somatosensory disturbance following oral endotracheal extubation., Dysphagia 30(2):188-195, Apr. 2015
2015 Fischer ME*, Schubert CR, Nondahl DM, Dalton DS, Huang GH, Keating BJ, Klein BE, Klein R, Tweed TS, Cruickshanks KJ, Subclinical atherosclerosis and increased risk of hearing impairment., Atherosclerosis 238(2):344-349, Feb. 2015
2015 Huang LC*, Hwang TJ*, Chen YH, Huang GH, Hsieh MH, Chen HH, Hwu HG, Intramuscular olanzapine versus intramuscular haloperidol plus lorazepam for the treatment of acute schizophrenia with agitation: an open-label, randomized controlled trial., Journal of the Formosan Medical Association 114(5):438-445, 2015
2014 Pan JC, Huang GH*, Bayesian inferences of latent class models with an unknown number of classes., Psychometrika 79(4):621-646, Oct. 2014
2014 Fischer ME*, Cruickshanks KJ, Schubert CR, Pinto A, Huang GH, Klein BE, Klein R, Pankow JS, The association of taste with change in adiposity-related health measures., Fischer ME*, Cruickshanks KJ, Schubert CR, Pinto A, Huang GH, Klein BE, Klein R, Pankow JS, Aug. 2014
2014 Chen SP, Huang GH*, A Bayesian clustering approach for detecting gene-gene interactions in high-dimensional genotype data., Statistical Applications in Genetics and Molecular Biology 13(3):275-297, Jun. 2014
2014 Huang GH*, Tseng YC, Genotype imputation accuracy with different reference panels in admixed populations., BMC Proceedings 8(Suppl 1):S64, Jun. 2014
2014 Chen CM, Huang GH, Chen CCH*, Older patients' depressive symptoms 6 months after prolonged hospitalization: Course and interrelationships with major associated factors., Archives of Gerontology and Geriatrics 58(3):339-343, May. 2014
2014 Paulsen A*, Cruickshanks KJ, Fischer ME, Huang GH, Klein BE, Klein R, Dalton DS, Dry eye in the Beaver Dam Offspring Study: prevalence, risk factors, and health-related quality of life., American Journal of Ophthalmology 157(4):799-806, Apr. 2014
2014 Chen CCH*, Chen CN, Lai IR, Huang GH, Saczynski JS, Inouye SK, Effects of a modified hospital elder life program on frailty among patients undergoing major elective abdominal surgery., Journal of the American Geriatrics Society 62(2):261-268, Feb. 2014
2013 Tang ST*, Huang GH, Wei YC, Chang WC, Chen JS, Chou WC, Trajectories of caregiver depressive symptoms while providing end-of-life care., Psycho-Oncology 22(12):2702-2710, Dec. 2013
2013 Fischer ME*, Cruickshanks KJ, Schubert CR, Pinto A, Klein R, Pankratz N, Pankow JS, Huang GH, Factors related to fungiform papillae density: The Beaver Dam Offspring Study., Chemical Senses 38(8):669-677, Oct. 2013
2013 Fischer ME*, Cruickshanks KJ, Schubert CR, Pinto A, Klein BEK, Klein R, Nieto JF, Pankow JS, Huang GH, Snyder DJ, Taste intensity in the Beaver Dam Offspring Study., Laryngoscope 123(6):1399-1404, Jun. 2013
2013 Nash SD*, Cruickshanks KJ, Huang GH, Klein BEK, Klein R, Nieto FJ, Tweed TS, Unmet hearing health care needs: The Beaver Dam Offspring Study., American Journal of Public Health 103(6):1134-1139, Jun. 2013
2013 Guo Y, Lanktree MB, some 73 authors, Huang GH, some 120 authors, Lange LA*, Keating BJ*, Gene-centric meta-analyses of 108,912 individuals confirm known body mass index loci and reveal three novel signals., Human Molecular Genetics 22(1):184-201, Jan. 2013
2012 Nondahl DM*, Cruickshanks KJ, Huang GH, Klein BEK, Klein R, Tweed TW, Zhan W, Generational differences in the reporting of tinnitus., Ear and Hearing 33(5):640-644, Sep. 2012
2012 Cheng CM, Chiu MJ, Wang JH, Liu HC, Shyu, YI, Huang GH, Chen CCH*, Cognitive stimulation during hospitalization improves global cognition of older Taiwanese undergoing elective total knee and hip replacement., Journal of Advanced Nursing 68(6):1322-1329, Jun. 2012
2012 Schubert CR*, Cruickshanks KJ, Fischer ME, Huang GH, Klein BEK, Klein R, Pankow JS, Nondahl DM, Olfactory impairment in an adult population: The Beaver Dam Offspring Study., Chemical Senses 37(4):325-334, May. 2012
2011 Zhong W*, Cruickshanks KJ, Huang GH, Klein BEK, Klein R, Nieto FJ, Pankow JS, Schubert CR, Carotid atherosclerosis and cognitive function in midlife: The Beaver Dam Offspring Study., Atherosclerosis 219(1):330-333, Nov. 2011
2011 Zhan W*, Cruickshanks KJ, Klein BEK, Klein R, Huang GH, Pankow JS, Gangnon RE, Tweed TS, Modifiable determinants of hearing impairment in adults., Preventive Medicine 53(4-5):338-342, Oct. 2011
2011 Huang GH*, Wang SM, Hsu CC, Optimization-based model fitting for latent class and latent profile analyses., Psychometrika 76(4):584-611, Oct. 2011
2011 Huang GH, Tsai HH, Hwu HG*, Chen CH, Liu CC, Hua MS, Chen WJ, Patient subgroups of schizophrenia based on the Positive and Negative Syndrome Scale: composition and transition between acute and subsided disease states., Comprehensive Psychiatry 52(5):469-478, Sep. 2011
2011 Chen CCH*, Lin MT, Tien YW, Yen CJ, Huang GH, Inouye SK: Modified hospital elder life program: effects on abdominal surgery patients., Journal of the American College of Surgeons 213(2):245-252, Aug. 2011
2011 Chen CCH*, Yen CJ, Dai YT, Wang C, Huang GH, Prevalence of geriatric conditions: A hospital-wide survey of 455 geriatric inpatients in a tertiary medical center., Archives of Gerontology and Geriatrics 53(1):46-50, Jul. 2011
2011 Nondahl D*, Cruickshanks KJ, Huang GH, Klein BEK, Klein R, Nieto FJ, Tweed TS, Tinnitus and its risk factors in the Beaver Dam Offspring Study., International Journal of Audiology 50(5):313-320, May. 2011
2011 Nash SD*, Cruickshanks KJ, Klein R, Klein BEK, Acher CW, Nieto FJ, Huang GH, Pankow JS, Miller MB, Tweed TS, Baldwin CT, The prevalence of hearing impairment and associated risk factors: the Beaver Dam Offspring Study., Archives of Otolaryngology-Head & Neck Surgery. Accepted, May. 2011
2011 Chen CCH, Chiu MJ, Chen SP, Cheng CM, Huang GH*, Patterns of cognitive change in elderly patients during and six months after hospitalisation: a prospective cohort study, International Journal of Nursing Studies 48(3):338-346, Mar. 2011
2011 Huang LC*, Hwang TJ*, Huang GH, Hwu HG, Outcome of severe obsessive-compulsive disorder with schizotypal features: a pilot study, Journal of the Formosan Medical Association 110(2):85-92, Feb. 2011
2011 Lanktree MB, Guo Y, some 61 authors, Huang GH, some 117 authors, Hakonarson H*, Keating BJ*, Meta-analysis of dense gene-centric association studies reveals common and uncommon variants associated with height, American Journal of Human Genetics 88(1):6-18, Jan. 2011
2010 Wang YL, Huang GH*, Evaluating preprocessing and differential expression combinations for Affymetrix GeneChip microarrays via spike-in, RT-PCR and cross-laboratory datasets, International Journal of Systems and Synthetic Biology 1(2):199-226, Dec. 2010
2010 Chen CCH*, Chang YC, Huang GH, Peng JH, Tseng CN, Persistent cognitive decline in older hospitalized patients in Taiwan, Journal of Advanced Nursing 66(9):1991-2001, Sep. 2010
2010 Zhong W*, Cruickshanks KJ, Schubert CR, Nieto FJ, Huang GH, Klein BEK, Klein R, Obesity and depression symptoms in the Beaver Dam Offspring Study population, Depression and Anxiety 27(9):846-851, Sep. 2010
2010 Chen CCH*, Dai YT, Yen CJ, Huang GH, Wang C, Shared risk factors for distinct geriatric syndromes in older Taiwanese inpatients, Nursing Research 59(5):340-347, Sep. 2010
2010 Raynor LA*, Pankow JS, Cruickshanks KJ, Schubert CR, Miller MB, Klein R, Huang GH, Familial aggregation of olfactory impairment and odor identification in older adults, Laryngoscope 120(8):1614-1618, Aug. 2010
2010 Klein R*, Cruickshanks KJ, Nash SD, Krantz EM, Nieto FJ, Huang GH, Pankow JS, Klein BEK, The prevalence of age-related macular degeneration and associated risk factors, Archives of Ophthalmology 128(6):750-758, Jun. 2010
2010 Huang GH*, Measure of association, International Encyclopedia of Education. Editors: Penelope Peterson, Eva Baker and Barry McGaw. Elsevier, Oxford. Volume 7:260-263, May. 2010
2010 Zhan W*, Cruickshanks KJ, Klein BEK, Klein R, Huang GH, Pankow JS, Gangnon RE, Tweed TS, Generational differences in the prevalence of hearing impairment in older adults, American Journal of Epidemiology 171(2):260-266, Jan. 2010
2010 Krantz EM*, Cruickshanks KJ, Klein BEK, Klein R, Huang GH, Nieto FJ, Measuring refraction in adults in epidemiological studies, Archives of Ophthalmology 128(1):88-92, Jan. 2010
2009 Chen CCH*, Tang ST, Wang C, Huang GH, Trajectory and determinants of nutritional health in older patients during and six-month post-hospitalization, Journal of Clinical Nursing 18(23):3299-3307, Dec. 2009
2009 Raynor LA*, Pankow JS, Miller MB, Huang GH, Dalton D, Klein R, Klein BE, Cruickshanks KJ, Familial aggregation of age-related hearing loss in an epidemiological study of older adults, American Journal of Audiology 18(2):114-118, Dec. 2009
2009 Huang GH*, Hsieh CC, Chen CH, Chen WJ, Statistical validation of endophenotypes using a surrogate endpoint analytic analogue, Genetic Epidemiology 33(6):549-558, Sep. 2009
2009 Schubert CR*, Cruickshanks KJ, Murphy C, Huang GH, Klein BEK, Klein R, Nieto FJ, Pankow JS, Tweed TS, Olfactory impairment in adults: the Beaver Dam Experience, Annals of the New York Academy of Sciences 1170:531-536, Jul. 2009
2009 Cruickshanks KJ*, Schubert CR, Snyder DJ, Bartoshuk LM, Huang GH, Klein BEK, Klein R, Nieto FJ, Pankow JS, Tweed TS, Krantz EM, Moy GS, Measuring taste impairment in epidemiologic studies: the Beaver Dam Offspring Study, Annals of the New York Academy of Sciences 1170:543-552, Jul. 2009
2009 Krantz EM*, Schubert CR, Dalton DS, Zhong W, Huang GH, Klein BEK, Klein R, Nieto FJ, Cruickshanks KJ, Test-retest reliability of the San Diego Odor Identification Test and comparison with the Brief Smell Identification Test, Chemical Senses 34(5):435-440, Jun. 2009
2008 Huang GH, Integrated analysis of incidence, progression, regression and disappearance probabilities, BMC Medical Research Methodology 8:40, Jun. 2008
2008 Chen CCH, Wang C, Huang GH, Functional trajectory six months post hospitalization: a cohort study of older hospitalized patients in Taiwan, Nursing Research 57(2):93-100, Mar. 2008
2007 Chen, C. C.-H., Bai, Y.-Y., Huang, G. H. and Tang, S.-T., Revisiting the concept of malnutrition in older people, Journal of Clinical Nursing, 16, 2015-2026., Nov. 2007
2005 Huang, G. H., Model identifiability. In Encyclopedia of Statistics in Behavioral Science, Editors: Everitt, B. S. and Howell, D. C.. Wiley, New York. Volume 3, 1249-1251., Jun. 2005
2005 Huang, G. H., Selecting the number of classes under latent class regression: a factor analytic analogue, Psychometrika, 70, 325-345., Jun. 2005
2004 Huang, G. H., Bandeen-Roche, K., Building an identifiable latent variable model with covariate effects on underlying and measured variables, Psychometrika, 69, 5-32., Mar. 2004
2004 Huang, G. H., Palta, M., Allen, C., LeCaire, T., D'Alessio, D., Self-rated health among young people with Type 1 diabetes in relation to risk factors in a longitudinal study, American Journal of Epidemiology, 159, 364-372., Feb. 2004
2003 Huang, G. H., Klein, R., Klein, B. E. K., Tomany, S. C., Birth cohort effect on prevalence of age-related maculopathy in the Beaver Dam Eye Study, American Journal of Epidemiology, 157, 721-729., Apr. 2003
2002 Ten-year incidence and progression of age-related maculopathy: The Beaver Dam Eye Study., Ten-year incidence and progression of age-related maculopathy: The Beaver Dam Eye Study, Ophthalmology, 109, 1767-1779., Oct. 2002
2002 Cutting, L. E., Huang, G. H., Zeger, S., Koth, C. W., Thompson, R. E., Denckla, M. B., Growth curve analyses of neuropsychological profiles in children with neurofibromatosis type 1: specific cognitive tests remain, Journal of the International Neuropsychological Society, 8, 838-846., Sep. 2002
2002 Gurewitsch, E. D., Diament, P., Fong, J., Huang, G. H., Popovtzer, A., Weinstein, D., Chervenak, F.A., The labor curve of the grand multipara: does progress of labor continue to improve with additional childbearing?, American Journal of Obstetrics and Gynecology, 186, 1331-1338., Jun. 2002
2002 Huang, G. H., Bandeen-Roche, K., Rubin, G. S., Building marginal models for multiple ordinal measurements, Journal of the Royal Statistical Society Series C-Applied Statistics, 51, 37-57., Jan. 2002
2001 Rubin GS, Bandeen-Roche K, Huang GH, Munoz B, Schein OD, Fried LP, West SK, The association of multiple visual impairments with self-reported visual disability: SEE project, Investigative Ophthalmology & Visual Science, 42, 64-72., Jan. 2001
1999 Bandeen-Roche K, Huang GH, Munoz B, Rubin GS, Determination of risk factor associations with questionnaire outcomes: a methods case study, American Journal of Epidemiology, 150, 1165-1178., Nov. 1999
Year Project Title Participator Job Title Period Unit
2024 Deep learning models for common disease detection and localization in chest X-ray images Guan-Hua Huang Principal Investigator 2024.08 ~ 2025.07 National Science and Technology Council
2022 Deep learning based medical image analysis Guan-Hua Huang Principal Investigator 2022.08 ~ 2024.10 National Science and Technology Council
2020 Detecting SNP-SNP interactions in drug sensitivity screens via endophenotypes Guan-Hua Huang Principal Investigator 2020.08 ~ 2022.07 Ministry of Science and Technology
2018 Variable selection for high-dimensional latent class models Guan-Hua Huang Principal Investigator 2018.08 ~ 2020.07 Ministry of Science and Technology
2016 Detecting copy number variations from next-generation sequencing data via a Bayesian procedure Guan-Hua Huang Principal Investigator 2016.08 ~ 2018.10 Ministry of Science and Technology
2014 In-depth research in latent class modeling Guan-Hua Huang Principal Investigator 2014.08 ~ 2016.10 Ministry of Science and Technology
2012 A study on simulating realistic gene expression microarray data Guan-Hua Huang Principal Investigator 2012.08 ~ 2014.10 National Science Council
2011 Gene expression microarray data simulator Guan-Hua Huang Principal Investigator 2011.08 ~ 2012.07 National Science Council
2009 Statistical methods for analyzing high-throughput genomic data Guan-Hua Huang Principal Investigator 2009.08 ~ 2011.07 National Science Council
2007 Statistical validation and inferences of endophenotypes Guan-Hua Huang Principal Investigator 2007.08 ~ 2009.07 National Science Council
2006 Bayesian Inferences on Latent Class Regression with an Unknown Number of Components via Reversible Jump Markov Chain Monte Carlo(II) Guan-Hua Huang Principal Investigator 2006.08 ~ 2007.07 National Science Council
2005 Bayesian Inferences on Latent Class Regression with an Unknown Number of Components via Reversible Jump Markov Chain Monte Carlo(I) Guan-Hua Huang Principal Investigator 2005.08 ~ 2006.07 National Science Council
2004 Application of Latent Variable Models in Evaluating Diagnostic Tests and Its Software Development(II) Guan-Hua Huang Principal Investigator 2004.08 ~ 2005.07 National Science Council
2003 Application of Latent Variable Models in Evaluating Diagnostic Tests and Its Software Development(I) Guan-Hua Huang Principal Investigator 2003.08 ~ 2004.07 National Science Council
Country School Name Department Degree Duration
U.S.A. The Johns Hopkins University Biostatistics Ph. D. 1995.09 ~ 2000.06
R.O.C. National Tsing-Hua University Statistics M. S. 1990.09 ~ 1992.06
R.O.C. National Chengchi University Mathematical Science B. S. 1986.09 ~ 1990.06
Organization Title Department Job Title Duration
National Chiao Tung University Institute of Statistics Director 2012.08 ~ 2018.07
National Chiao Tung University Institute of Statistics Professor 2011.08 ~ Up to today
National Chiao Tung University Institute of Statistics Associate Professor 2004.08 ~ 2011.07
National Chiao Tung University Institute of Statistics Assistant Professor 2003.08 ~ 2004.07
University of Wisconsin-Madison Department of Biostatistics and Medical Informatics Assistant Professor 2000.08 ~ 2003.07
University of Wisconsin-Madison Department of Population Health Sciences Assistant Professor 2000.08 ~ 2003.07