Staff Profile
Dr Jian Shi
Reader in Statistics
- Email: jian.shi@ncl.ac.uk
- Telephone: +44 (0) 191 208 7315
- Fax: +44 (0) 191 208 8020
- Personal Website: http://www.staff.ncl.ac.uk/j.q.shi/
Background
Roles and Responsibilities
Assistant Director of Cloud Computing for Big Data Centre for Doctoral Training
International officer
Research
Research Interests
- Nonlinear and nonparametric functional data analysis and applications (motion data, x-ray video data, gait data analysis)
- Incomplete data and model misspecification
- Publication bias and meta-analysis
- Covariance structural analysis and latent variable models
- Applications in system control
Publications
- Cao C, Chen M, Wang Y, Shi JQ. Heteroscedastic replicated measurement error models under asymmetric heavy-tailed distributions. Computational Statistics 2017, Epub ahead of print.
- Shi JQ. How do statisticians analyse big data - Our story. Statistics and Probability Letters 2018, 136, 130-133.
- Wang Z, Shi JQ, Lee Y. Extended t-process regression models. Journal of Statistical Planning and Inference 2017, 189, 38-60.
- Cao C, Wang Y, Shi JQ, Lin J. Measurement Error Models for Replicated Data Under Asymmetric Heavy-Tailed Distributions. Computational Economics 2018, 52(2), 531-553.
- Cao C, Shi JQ, Lee Y. Robust functional regression model for population-average and subject-specific inferences. Statistical Methods in Medical Research 2018, 27(11), 3236-3254.
- Kim W-S, Zeng P, Shi JQ, Lee Y, Paik N-J. Semi-automatic tracking, smoothing and segmentation of hyoid bone motion from videofluoroscopic swallowing study. PLoS ONE 2017, 12(11), e0188684.
- Yin P, Shi JQ. Simulation-based sensitivity analysis for non-ignorably missing data. Statistical Methods in Medical Research 2017, 28(1), 289-308.
- Cao CZ, Lin JG, Shi JQ, Wang W, Zhang XY. Multivariate measurement error models for replicated data under heavy-tailed distributions. Journal of Chemometrics 2015, 29(8), 457-466.
- Lu H, Yin P, Yue RX, Shi JQ. Robust confidence intervals for trend estimation in meta-analysis with publication bias. Journal of Applied Statistics 2015, 42(12), 2715-2733.
- Eyre J, Serradilla J, Cheng Y, Morgan G, Lambden C, Shi JQ. An algorithm assessing upper limb function after stroke from action video gameplay for remote monitoring of home-based rehabilitation: Validity and sensitivity to change. In: 9th World Stroke Congress. 2014, Istanbul, Turkey: Wiley-Blackwell.
- Serradilla J, Shi JQ, Cheng Y, Morgan G, Lambden C, Eyre JA. Automatic assessment of upper limb function during play of the action video game, circus challenge: validity and sensitivity to change. In: 3rd International Conference on Serious Games and Applications for Health (SeGAH). 2014, Rio de Janeiro, Brazil: IEEE.
- Scott M, Blewitt W, Ushaw G, Shi JQ, Morgan G, Eyre J. Automating assessment in video game teletherapy: Data cutting. In: 2014 IEEE Symposium on Computational Intelligence in Healthcare and e-health (CICARE). 2014, Orlando, Florida: IEEE.
- Cao CZ, Lin JG, Shi JQ. Diagnostics on nonlinear model with scale mixtures of skew-normal and first-order autoregressive errors. Statistics 2014, 48(5), 1033-1047.
- Wang B, Shi JQ. Generalized Gaussian Process Regression Model for Non-Gaussian Functional Data. Journal of the American Statistical Association 2014, 109(507), 1123-1133.
- Shi JQ, Cheng Y, Serradilla J, Morgan G, Lambden C, Ford GA, Price C, Rodgers H, Cassidy T, Rochester L, Eyre JA. Evaluating functional ability of upper limbs after stroke using video game data. In: International Conference on Brain and Health Informatics. 2013, Maebashi City, Gunma, Japan.
- Shi JQ, Cheng Y, Serradilla J, Morgan G, Lambden C, Ford GA, Price C, Rodgers H, Cassidy T, Rochester L, Eyre JA. Evaluating Functional Ability of Upper Limbs after Stroke Using Video Game Data. In: Kazayuki Imamura, Shiro Usui, Tomoaki Shirao, Takuji Kasamatsu, Lars Schwabe, Ning Zhong, ed. Brain and Health Informatics. Switzerland: Springer International Publishing, 2013, pp.181-192.
- Lin NX, Shi JQ, Henderson R. Doubly misspecified models. Biometrika 2012, 99(2), 285-298.
- Shi JQ, Wang B, Will EJ, West RM. Mixed-effects Gaussian process functional regression models with application to dose-response curve prediction. Statistics in Medicine 2012, 31(26), 3165-3177.
- Choi T, Shi JQ, Wang B. A Gaussian process regression approach to a single-index model. Journal of Nonparametric Statistics 2011, 23(1), 21-36.
- Serradilla J, Shi JQ, Morris AJ. Fault detection based on Gaussian process latent variable models. Chemometrics and Intelligent Laboratory Systems 2011, 109(1), 9-21.
- Chootrakool H, Shi JQ, Yue RX. Meta-analysis and sensitivity analysis for multi-arm trials with selection bias. Statistics in Medicine 2011, 30(11), 1183-1198.
- Yi G, Shi JQ, Choi T. Penalized Gaussian Process Regression and Classification for High-Dimensional Nonlinear Data. Biometrics 2011, 67(4), 1285-1294.
- Lee W, Shi JQ, Lee Y. Approximate conditional inference in mixed-effects models with binary data. Computational Statistics & Data Analysis 2010, 54(1), 173-184.
- Shi JQ, Wang B. Curve prediction and clustering with mixtures of Gaussian process functional regression models. Statistics and Computing 2008, 18(3), 267-283.
- Chootrakool H, Shi JQ. Meta-analysis of multi-arm trials using empirical logistic transform. Open Medical Informatics Journal 2008, 2, 112-116.
- Shi JQ, Wang B, Murray-Smith R, Titterington DM. Gaussian process functional regression modeling for batch data. Biometrics 2007, 63(3), 714-723.
- Shi JQ, Murray-Smith R, Titterington DM, Pearlmutter BA. Filtered Gaussian processes for learning with large data-sets. In: Switching and Learning in Feedback Systems. European Summer School on Multi-Agent Control. 2005, Maynooth, Ireland: Springer.
- Shi JQ, Murray-Smith R, Titterington DM, Pearlmutter BA. Filtered Gaussian processes for learning with large data-sets. In: Switching and Learning in Feedback Systems: European Summer School on Multi-Agent Control. 2005, Maynooth, Ireland: Springer.
- Shi JQ, Murray-Smith R, Titterington DM. Hierarchical Gaussian process mixtures for regression. Statistics and Computing 2005, 15(1), 31-41.
- Kamnik R, Shi JQ, Murray-Smith R, Bajd T. Nonlinear modeling of FES-supported standing-up in paraplegia for selection of feedback sensors. IEEE Transactions on Neural Systems and Rehabilitation Engineering 2005, 13(1), 40-52.
- Kamnik R, Shi JQ, Murray-Smith R, Bajd T. Nonlinear Modelling of FES-Supported Standing-Up in Paraplegia for Selection of Feedback Sensors. IEEE Transactions on Neural Systems and Rehabilitation Engineering 2005, 13(1), 40-52.
- Shi JQ, Copas JB. Meta-analysis for trend estimation. Statistics in Medicine 2004, 23(1), 3-19.
- Shi JQ, Murray-Smith R, Titterington DM. Bayesian regression and classification using mixtures of Gaussian processes. International Journal of Adaptive Control and Signal Processing 2003, 17(2), 149-161.
- Shi JQ, Lee S-Y, Wei B-C. On confidence regions of structural equation Models. In: Marcoulides, G.A., Moustaki, I, ed. Latent Variable and Latent Structure Models. Mahwah, New Jersey, USA: Psychology Press, 2002, pp.135-151.
- Shi JQ, Copas J. Publication bias and meta-analysis for 2x2 tables: an average Markov chain Monte Carlo EM algorithm. Journal of the Royal Statistical Society B: Statistical methodology 2002, 64(2), 221-236.
- Copas JB, Shi JQ. A sensitivity analysis for publication bias in systematic reviews. Stat. Meth. in Med. Res 2001, 10, 251-265.
- Lee S-Y, Shi JQ. Maximum Likelihood Estimation of Two-Level Latent Variable Models with Mixed Continuous and Polytomous Data. Biometrics 2001, 57(3), 787-794.
- Lee SY, Shi JQ. Bayesian analysis of structural equation model with fixed covariates. Structure Equation Modeling. 2000, 7, 411-430.
- Lee SY, Shi JQ. Joint Bayesian analysis of factor scores and structural parameters in the factor analysis models. Annals of the Institute of Statistical Mathematics 2000, 52(4), 722-736.
- Shi JQ, Lee SY. Latent variable models with mixed continuous and polytomous data. Journal of the Royal Statistical Society Series B 2000, 62(1), 77-87.
- Copas JB, Shi JQ. Meta-analysis, funnel plots and sensitivity analysis. Biostatistics 2000, 1(3), 247-262.
- Copas JB, Shi JQ. The epidemiological evidence on lung cancer and passive smoking: a reanalysis. British Medical Journal 2000, 320, 417-418.