Dr Mu Niu

  • Lecturer (Statistics)

Research interests

Publications

List by: Type | Date

Jump to: 2020 | 2019 | 2018 | 2017 | 2016 | 2015 | 2013
Number of items: 12.

2020

Niu, M., Wandy, J., Daly, R. , Rogers, S. and Husmeier, D. (2020) R package for statistical inference in dynamical systems using kernel based gradient matching: KGode. Computational Statistics, (doi: 10.1007/s00180-020-01014-x) (Early Online Publication)

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 Mon Nov 23 14:12:40 2020 GMT.
Number of items: 12.

Articles

Niu, M., Wandy, J., Daly, R. , Rogers, S. and Husmeier, D. (2020) R package for statistical inference in dynamical systems using kernel based gradient matching: KGode. Computational Statistics, (doi: 10.1007/s00180-020-01014-x) (Early Online Publication)

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 Mon Nov 23 14:12:40 2020 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 Mon Nov 23 03:41:59 2020 GMT.