Dr Mu Niu

  • Lecturer (Statistics)

Research interests

Publications

List by: Type | Date

Jump to: 2019 | 2018 | 2017 | 2016 | 2015 | 2013
Number of items: 11.

2019

Niu, M., Cheung, P., Lin, L., Dai, Z., Lawrence, N. and Dunson, D. (2019) Intrinsic Gaussian processes on complex constrained domains. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 81(3), pp. 603-627. (doi:10.1111/rssb.12320)

Lin, L., Niu, M., Cheung, P. and Dunson, D. (2019) Extrinsic Gaussian processes for regression and classification on manifolds. Bayesian Analysis, 14(3), pp. 887-906. (doi:10.1214/18-BA1135)

2018

Niu, M., Macdonald, B. , Rogers, S. , Filippone, M. and Husmeier, D. (2018) Statistical inference in mechanistic models: time warping for improved gradient matching. Computational Statistics, 33(2), pp. 1091-1123. (doi:10.1007/s00180-017-0753-z)

2017

Niu, M., Rogers, S. , Filippone, M. and Husmeier, D. (2017) Parameter Inference in Differential Equation Models Using Time Warped Gradient Matching. RSS 2017 Annual Conference, Glasgow, Scotland, 04-07 Sep 2017.

Niu, M., Rogers, S. , Filippone, M. and Husmeier, D. (2017) Parameter Inference in Differential Equation Models of Biopathways using Time Warped Gradient Matching. In: 13th International Conference on Computational Intelligence Methods for Bioinformatics and Biostatistics, Stirling, UK, 01-03 Sep 2016, pp. 145-159. ISBN 9783319678337 (doi:10.1007/978-3-319-67834-4_12)

2016

Macdonald, B., Niu, M., Rogers, S. , Filippone, M. and Husmeier, D. (2016) Approximate parameter inference in systems biology using gradient matching: a comparative evaluation. BioMedical Engineering OnLine, 15, 80. (doi:10.1186/s12938-016-0186-x) (PMID:27454253) (PMCID:PMC4959362)

Niu, M., Rogers, S. , Filippone, M. and Husmeier, D. (2016) Fast inference in nonlinear dynamical systems using gradient matching. Proceedings of Machine Learning Research, 48, pp. 1699-1707.

Niu, M., Blackwell, P. G. and Skarin, A. (2016) Modeling interdependent animal movement in continuous time. Biometrics, 72(2), pp. 315-324. (doi:10.1111/biom.12454) (PMID:26812666)

Blackwell, P. G., Niu, M., Lambert, M. S., LaPoint, S. D. and O'Hara, R. B. (2016) Exact Bayesian inference for animal movement in continuous time. Methods in Ecology and Evolution, 7(2), pp. 184-195. (doi:10.1111/2041-210X.12460)

2015

Niu, M., Filippone, M., Husmeier, D. and Rogers, S. (2015) Inference in Nonlinear Differential Equations. In: 30th International Workshop on Statistical Modelling, Linz, Austria, 06-10 Jul 2015, pp. 187-190.

2013

Reimer, P. J. et al. (2013) IntCal13 and Marine13 Radiocarbon Age Calibration Curves 0–50,000 Years cal BP. Radiocarbon, 55(4), pp. 1869-1887. (doi:10.2458/azu_js_rc.55.16947)

This list was generated on Thu Nov 21 03:42:20 2019 GMT.
Number of items: 11.

Articles

Niu, M., Cheung, P., Lin, L., Dai, Z., Lawrence, N. and Dunson, D. (2019) Intrinsic Gaussian processes on complex constrained domains. Journal of the Royal Statistical Society: Series B (Statistical Methodology), 81(3), pp. 603-627. (doi:10.1111/rssb.12320)

Lin, L., Niu, M., Cheung, P. and Dunson, D. (2019) Extrinsic Gaussian processes for regression and classification on manifolds. Bayesian Analysis, 14(3), pp. 887-906. (doi:10.1214/18-BA1135)

Niu, M., Macdonald, B. , Rogers, S. , Filippone, M. and Husmeier, D. (2018) Statistical inference in mechanistic models: time warping for improved gradient matching. Computational Statistics, 33(2), pp. 1091-1123. (doi:10.1007/s00180-017-0753-z)

Macdonald, B., Niu, M., Rogers, S. , Filippone, M. and Husmeier, D. (2016) Approximate parameter inference in systems biology using gradient matching: a comparative evaluation. BioMedical Engineering OnLine, 15, 80. (doi:10.1186/s12938-016-0186-x) (PMID:27454253) (PMCID:PMC4959362)

Niu, M., Rogers, S. , Filippone, M. and Husmeier, D. (2016) Fast inference in nonlinear dynamical systems using gradient matching. Proceedings of Machine Learning Research, 48, pp. 1699-1707.

Niu, M., Blackwell, P. G. and Skarin, A. (2016) Modeling interdependent animal movement in continuous time. Biometrics, 72(2), pp. 315-324. (doi:10.1111/biom.12454) (PMID:26812666)

Blackwell, P. G., Niu, M., Lambert, M. S., LaPoint, S. D. and O'Hara, R. B. (2016) Exact Bayesian inference for animal movement in continuous time. Methods in Ecology and Evolution, 7(2), pp. 184-195. (doi:10.1111/2041-210X.12460)

Reimer, P. J. et al. (2013) IntCal13 and Marine13 Radiocarbon Age Calibration Curves 0–50,000 Years cal BP. Radiocarbon, 55(4), pp. 1869-1887. (doi:10.2458/azu_js_rc.55.16947)

Conference or Workshop Item

Niu, M., Rogers, S. , Filippone, M. and Husmeier, D. (2017) Parameter Inference in Differential Equation Models Using Time Warped Gradient Matching. RSS 2017 Annual Conference, Glasgow, Scotland, 04-07 Sep 2017.

Conference Proceedings

Niu, M., Rogers, S. , Filippone, M. and Husmeier, D. (2017) Parameter Inference in Differential Equation Models of Biopathways using Time Warped Gradient Matching. In: 13th International Conference on Computational Intelligence Methods for Bioinformatics and Biostatistics, Stirling, UK, 01-03 Sep 2016, pp. 145-159. ISBN 9783319678337 (doi:10.1007/978-3-319-67834-4_12)

Niu, M., Filippone, M., Husmeier, D. and Rogers, S. (2015) Inference in Nonlinear Differential Equations. In: 30th International Workshop on Statistical Modelling, Linz, Austria, 06-10 Jul 2015, pp. 187-190.

This list was generated on Thu Nov 21 03:42:20 2019 GMT.

Research datasets

Jump to: 2016
Number of items: 1.

2016

Niu, M., Rogers, S. , Filippone, M. and Husmeier, D. (2016) Fast Parameter Inference in Nonlinear Dynamical Systems using Iterative Gradient Matching. [Data Collection]

This list was generated on Thu Nov 21 02:36:26 2019 GMT.