Research Fellow, Institute of Statistical Science, Academia
Sinica (2009 - present)
Associate Research Fellow, Institute of Statistical Science, Academia
Sinica (2004 -2009)
Associate Investigator, Division of Biostatistics, National Health Research Institute (2003 - 2004)
Assistant Investigator, Division of Biostatistics, National Health Research Institute (2000 - 2003)
Assistant Professor, Department of Mathematics, National Chung Cheng University (1998 -2000)
Research Interest
Functional/Longitudinal data analysis
Semi-parametric regression
Quasi-likelihood/Generalized linear models
Classification
Biostatistics
Publication List
Chiou, J.-M. and Muller, H-G (2009) Modeling hazard rates as functional data for the analysis of cohort lifetables and mortality forecasting. Journal of The American Statistical Association. In press.
Liang, H-M, Lin, T-H, Chiou, J-M, and Yeh, K-C ( 2009) Model evaluation of the phytoextraction potential of heavy metal hyperaccumulators and non-hyperaccumulators. Environmental Pollution. In press.
Aston, J.A.D, Chiou, J.-M . and Evans, J.E. ( 2009) Linguistic pitch analysis using functional principal component mixed effect models. Journal of the Royal Statistical Society Series C, accepted.
Chiou, J.-M. and Li, P.-L. (2008) Correlation-based functional clustering via subspace projection. Journal of The American Statistical Association 103, 1684-1692.
Chiou, J.-M. and Li, P.-L. (2008) Functional clustering of longitudinal data. In Functional and Operatorial Statistics (S. Dabo-Niang and F. Ferraty ed.) Physica-Verlag: Heidelberg , 103-107.
Muller, H-G, Chiou, J.-M. and Leng, X. (2008) Inferring gene expression dynamics via functional regression , BMC Bioinformatics 9:60.
Wu, C-W, Chiou, J-M , Ko F-S., Lo, S-S, Chen, J-H, Lui, W-Y, and W-P, J. ( 2008) Quality of life after curative gastrectomy for gastric cancer in a randomized controlled trial. British Journal of Cancer 98, 54-59.
Chiou, J.-M. and Li, P.-L. (2007) Functional clustering and identifying substructures of longitudinal data. Journal of the Royal Statistical Society Series B 69, 679-699.
Chiou, J.-M. and Muller, H-G (2007) Diagnostics for functional regression via residual processes. Computational Statistics and Data Analysis 51, 4849-4863.
Chiu, Y-F, Chiou, J-M , Chen, Y-S, Kao, H-Y and Hsu, F-C (2007) Incorporating quantitative variables into linkage analysis using affected sib pairs. BMC Proceedings I (Suppl I): S98.
Chen, C.-J., Wang, S.-L., Chiou, J.-M. , Chen, C.-J.,Tseng, C.-H., Chiou, H.-Y. Hsueh, Y.-M., Chen, S.-Y., Wu, M.-M., and Lai, M.-S. (2007) Arsenic and diabetes and hypertension in human populations: A review. Toxicology and Applied Pharmacology 222, 298-304.
Lan LL, Liu JY, Lin KS, Liu YS, Chiou JM , Liang KY, Tsai TF, Wang LH, Chen CT, Huang CL (2007) A Randomised Placebo-Controlled Trial of a Traditional Chinese Herbal Formula in the Treatment of Primary Dysmenorrhoea , PLoS ONE 2(8): e719.
Chiou, J.-M. and Tsai, C.-L. (2006) Smoothing parameter selection in quasi-likelihood models. Journal of Nonparametric Statistics 18, 307-314.
Ma, Y., Chiou, J.-M. and Wang, N. (2006) Efficient semiparametric estimator for heteroscedastic partially linear models. Biometrika 93, 75-84.
Chiou, J.-M., Liang, K.-Y. and Chiu, Y.-F. (2005) Multipoint linkage mapping using sibpairs: non-parametric estimation of trait effects with quantitative covariate . Genetic Epidemiology 28, 58-69.
Chiou, J.-M. and Muller, H-G (2005) Estimated estimating equations: semiparametric inference for clustered/longitudinal data. Journal of the Royal Statistical Society Series B 67, 531-553.
Chiou, J.-M., Wang, S-L, Chen C-J, Deng, C-R, Lin, W. and Tai, T-Y (2005) Arsenic ingestion and increased microvascular disease risk: observations from the southwestern arseniasis-endemic area in Taiwan . International Journal of Epidemiology 34, 936-943.
Ho MS, Chen WJ, Chen HY, Lin SF, Wang MC, Di JL, Lu YT, Liu CL, Chang SC, Chao CL, King CC, Chiou JM , Su IJ, Yang JY (2005) Neutralizing Antibody Response is Positively Correlated with the Severity of SARS-CoV-Infection: A Retrospective Analysis of the Taiwan Nation-Wide SARS Database. Emerging Infectious Diseases 11, 1730-1737.
Chiou, J.-M. and Muller, H-G (2004) Quasi-likelihood regression with multiple indices and smooth link and variance function. Scandinavian Journal of Statistics 31, 367-386.
Hwang, D-R, Tsai, Y-C, Lee, J-C, Huang, K-K, Lin, R-K, Ho, C-H, Chiou, J-M , Lin, Y-T, Hsu, T-A, Yeh, C-T. ( 2004) Inhibition of hepatitis C virus replication by arsenic trioxide . Antimicrobial Agents and Chemotherapy 48, 2876-2882.
Chiou, J.-M., Muller, H-G and Wang, J-L (2003) Functional quasi-likelihood regression models with smooth random effects. Journal of the Royal Statistical Society Series B 65, 405-423.
Chiou, J.-M., Muller, H-G, Wang, J-L and Carey, J (2003) A functional multiplicative effects model for longitudinal data, with application to reproductive histories of female medflies. Statistica Sinica 13, 1119-1133.
Wang, S.-L., Chiou, J.-M. , Chen, C.-J.,Tseng, C.-H., Chou, W.-L. Wu, T.-N. and Chang, L. W. (2003) Prevalence of non-insulin-dependent diabetes mellitus and related vascular diseases in southwestern arseniasis-endemic and non-endemic areas in Taiwan . Environmental Health Perspectives 111, 155-159.
Muller, H-G, Chiou, J.-M., Wang, J-L and Carey, J (2002) Fertility and lifespan: late children enhance female longevity . Journal of Gerontology – Biol Sci Med Sci 57A, B202-B206.
Chiou, J.-M. and Muller, H.-G. ( 2001) Discussion of “Inference of density families using functional principal component analysis”. Journal of the American Statistical Association 96, 534-537.
Tabnak, F., Wang, J.-L., Muller, H.-G., Chiou, J.-M. and Sun, R. (2000) A change-point model for reporting delays under change of AIDS case definition. European Journal of Epidemiology 16, 1135-1141.
Chiou, J.-M. and Muller, H.-G. (1999) Nonparametric quasi-likelihood . Annals of Statistics 27, 34-64.
Carey, J., Liedo, P., Muller, H.-G., Wang, J.-L. and Chiou, J.-M. (1999) Mortality oscillations induced by periodic starvation alter sex-mortality differentials in Mediterranean fruit flies. Journal of Gerontology – Biol Sci Med Sci 54A, B424-B431.
Chiou, J.-M. and Muller, H.-G. (1998) Quasi-likelihood regression with unknown link and variance functions. Journal of the American Statistical Association 93, 1376-1387.
Carey, J., Liedo, P., Muller, H.-G., Wang, J.-L. and Chiou, J.-M. (1998) Relationship of age patterns of fecundity to mortality, longevity, and lifetime reproduction in a large cohort of Mediterranean fruit fly females. Journal of Gerontology – Biol Sci Med Sci 53A, B245-B251.