Employment History

• Distinguished Research Fellow, Institute of Statistical Science, Academia Sinica (17'--)
• Associate/Full Research Fellow, Institute of Statistical Science, Academia Sinica (04'–09'-17').
• Assistant/Associate Investigator, Division of Biostatistics and Bioinformatics, National Health Research Institutes (00'–03'-04').
• Assistant Professor, Department of Mathematics, National Chung Cheng University (98'–00').

Professional Services and Honors

• Fellow of the Institute of Mathematical Statistics (IMS)
• Fellow of the American Statistical Association (ASA)
• Outstanding Service Award, International Chinese Statistical Association (ICSA)
• Outstanding Research Awards, Ministry of Science & Technology
• Investigator Awards, Academia Sinica
• Deputy/Acting Director, Institute of Statistical Science, Academia Sinica
• Panel Chair of Statistics, Ministry of Science & Technology Review Committee
• Co-Editor, Statistica Sinica
• Associate Editors for JASA, CSDA, Biometrics

Research Interests

• Functional data analysis
• Longitudinal data modeling
• Semi-parametric methods
• Clustering and classification
• Traffic flow analysis and prediction/ITS
• Statistical methods in aging research
• Biostatistics

Selected Publications

• Chiou, J.-M., Liou, H.-T. and Chen, W.-H. (2020) Modeling time-varying variability and reliability of freeway travel time using functional principal component analysis. IEEE Transactions on Intelligent Transportation Systems.
• Chiou, J.-M., Chen, Y.-T., and Hsing, T. (2019) Identifying multiple changes in mean functions for a functional data sequence with application to freeway traffic segmentation. The Annals of Applied Statistics 13, 1430-1463.
• Zhang, X., Chiou, J.-M. and Ma, Y. (2018) Functional prediction through averaging estimated functional linear regression models. Biometrika 105, 945-962.
• Chiou, J.-M. and Müller, H-G (2016) A pairwise interaction model for multivariate functional and longitudinal data. Biometrika 103, 371-396.
• Wang, J-L, Chiou, J.-M. and Müller, H-G (2016) Functional data analysis. Annual Review of Statistics and Its Application 3, 257-295.
• Chiou, J.-M., Yang, Y.-F. and Chen, Y.-T., (2014) Multivariate functional principal component analysis: A normalization approach. Statistica Sinica 24, 1571-1596.
• Chiou, J.-M. and Müller, H-G (2014) Linear manifold modeling of multivariate functional data. Journal of the Royal Statistical Society Series B-Statistical Methodology 76, 605-626.
• Chiou, J.-M. (2012) Dynamical functional prediction and classification, with application to traffic flow prediction. The Annals of Applied Statistics 6, 1588-1614.
• Aston, J.A.D, Chiou, J.-M. and Evans, J.E. (2010) Linguistic pitch analysis using functional principal component mixed effect models. Journal of the Royal Statistical Society Series C 59, 297-317.
• Chiou, J.-M. and Müller, H-G (2009) Modeling hazard rates as functional data for the analysis of cohort lifetables and mortality forecasting. Journal of The American Statistical Association 104 572-585.
• 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. (2007) Functional clustering and identifying substructures of longitudinal data. Journal of the Royal Statistical Society Series B 69, 679-699.
• Ma, Y., Chiou, J.-M. and Wang, N. (2006) Efficient semiparametric estimator for het-eroscedastic partially linear models. Biometrika 93, 75-84.
• Chiou, J.-M. and Müller, H-G (2005) Estimated estimating equations: semiparametric inference for clustered and longitudinal data. Journal of the Royal Statistical Society Series B 67, 531-553.