Publications
Probability models
On the Degrees of Freedom in MCMC-Based Wishart Models for Time Series Data,
Statistics & Probability Letters, Vol 98, 2015, pp 59-64. With Y. Xiao, P. Bloomfield, and S. K. Ghosh.
doi: 10.1016/j.spl.2014.12.012
Research code written in OX [here]
Generating Random Wishart Matrices with Fractional Degrees of Freedom in OX,
Oxmetrics User Conference, 2010. With P. Bloomfield.
The OX code for generating random Wishart matrices is [here]
Cited in:
Monte Carlo theory, methods and examples, Art Owen (2009). Chapter 5.
http://statweb.stanford.edu/~owen/mc/
Implemented or referenced in various mainstream computing languages/libraries:
Octave Statistics Package
https://gnu-octave.github.io/statistics/wishrnd.html (Wishart)
https://gnu-octave.github.io/statistics/iwishrnd.html (Inverse Wishart)
Armadillo, C++ library for linear algebra & scientific computing (by Conrad Sanderson, NICTA, 2016)
https://fossies.org/linux/armadillo/include/armadillo_bits/op_wishrnd_meat.hpp
PyTorch, torch.distributions
https://github.com/pytorch/pytorch/blob/master/torch/distributions/wishart.py
https://pytorch.org/docs/stable/distributions.html#wishart
Discrete choice experiment and and market research
Measuring Respondent Uncertainty in Discrete Choice Experiments via Utility Suppression,
Journal of Choice Modelling, Volume 27, 2018, pp 1–18 (lead article). With J. Wu.
doi: 10.1016/j.jocm.2017.08.002
Is what you choose what you want? — outlier detection in choice-based conjoint analysis,
Marketing Letters, Volume 28, Issue 1, 2017, pp 29–42. With T.-F. Chiang and S.-M. Chang.
doi: 10.1007/s11002-015-9389-3
R research code [here]
Volatility modeling
Dynamic Correlation Multivariate Stochastic Volatility with Latent Factors,
Statistica Neerlandica, Volume 72, Issue 1, 2017, pp 48-69. With S.-J.Wu, S. K. Ghosh, and P. Bloomfield.
Partially supported by the National Science Foundation under Grant DMS‐1127914.
doi: 10.1111/stan.12115
Statistical Modelling, Vol. 14-1, 2014, pp1-20 (lead article). With P. Bloomfield, and S. K. Ghosh.
doi: 10.1177/1471082X13490016
數學科普 (Mathematical Communications)
數學傳播,第44卷第1期 (173), 2020.
Journal Referee Service
Journal of Econometrics
Bayesian Statistics
Health Economics
Journal of Applied Statistics
Statistica Neerlandica
Invited Talks
Shanghai Center for Mathematical Sciences, Fudan University, Shanghai, China, November, 2014.
School of Mathematical Sciences, Soochow University, Suzhou, China. November, 2014.