Dr Mu Niu

  • Senior Lecturer (Statistics)

email: Mu.Niu@glasgow.ac.uk

15 University Gardens

Import to contacts

Research interests

Nonparametric statistics and kernels on manifolds, stochastic process, statistical ecology

Research groups

Publications

List by: Type | Date

Jump to: 2023 | 2022 | 2021 | 2019 | 2018 | 2017 | 2016 | 2015 | 2013
Number of items: 17.

2023

Fang, Yihao, Niu, Mu, Cheung, Pokman and Lin, Lizhen (2023) Extrinsic Bayesian optimization on manifolds. Algorithms, 16(2), 117. (doi: 10.3390/a16020117)

Niu, Mu, Dai, Zhenwen, Cheung, Pokman and Wang, Yizhu (2023) Intrinsic Gaussian process on unknown manifolds with probabilistic metrics. Journal of Machine Learning Research, 24(104), pp. 1-42.

2022

Szili, Benjamin, Niu, Mu and Neocleous, Tereza ORCID logoORCID: https://orcid.org/0000-0001-7792-4541 (2022) A Structural Learning Method for Graphical Models. In: 4th International Conference on Statistics: Theory and Applications (ICSTA'22), Prague, Czech Republic, 28-30 Jul 2022, p. 113. ISBN 9781990800085 (doi: 10.11159/icsta22.113)

Niu, Mu, Frost, Fay, Milner, Jordan E., Skarin, Anna and Blackwell, Paul G. (2022) Modelling group movement with behaviour switching in continuous time. Biometrics, 78(1), pp. 286-299. (doi: 10.1111/biom.13412) (PMID:33270218)

2021

Niu, Mu, Wandy, Joe ORCID logoORCID: https://orcid.org/0000-0002-3068-4664, Daly, Rónán ORCID logoORCID: https://orcid.org/0000-0002-1275-6820, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2021) R package for statistical inference in dynamical systems using kernel based gradient matching: KGode. Computational Statistics, 36(1), pp. 715-747. (doi: 10.1007/s00180-020-01014-x)

Milner, Jordan E., Blackwell, Paul G. and Niu, Mu (2021) Modelling and inference for the movement of interacting animals. Methods in Ecology and Evolution, 12(1), pp. 54-69. (doi: 10.1111/2041-210X.13468)

2019

Niu, Mu, Cheung, Pokman, Lin, Lizhen, Dai, Zhenwen, Lawrence, Neil and Dunson, David (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, Lizhen, Niu, Mu, Cheung, Pokman and Dunson, David (2019) Extrinsic Gaussian processes for regression and classification on manifolds. Bayesian Analysis, 14(3), pp. 887-906. (doi: 10.1214/18-BA1135)

2018

Niu, Mu, Macdonald, Benn ORCID logoORCID: https://orcid.org/0000-0003-3728-5305, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477, Filippone, Maurizio and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (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, Mu, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477, Filippone, Maurizio and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2017) Parameter Inference in Differential Equation Models Using Time Warped Gradient Matching. RSS 2017 Annual Conference, Glasgow, Scotland, 04-07 Sep 2017.

Niu, Mu, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477, Filippone, Maurizio and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (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, Benn, Niu, Mu, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477, Filippone, Maurizio and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (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, Mu, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477, Filippone, Maurizio and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2016) Fast inference in nonlinear dynamical systems using gradient matching. Proceedings of Machine Learning Research, 48, pp. 1699-1707.

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

Blackwell, Paul G., Niu, Mu, Lambert, Mark S., LaPoint, Scott D. and O'Hara, Robert 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, Mu, Filippone, Maurizio, Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 and Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477 (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 Sun Jun 15 13:52:19 2025 BST.
Jump to: Articles | Conference or Workshop Item | Conference Proceedings
Number of items: 17.

Articles

Fang, Yihao, Niu, Mu, Cheung, Pokman and Lin, Lizhen (2023) Extrinsic Bayesian optimization on manifolds. Algorithms, 16(2), 117. (doi: 10.3390/a16020117)

Niu, Mu, Dai, Zhenwen, Cheung, Pokman and Wang, Yizhu (2023) Intrinsic Gaussian process on unknown manifolds with probabilistic metrics. Journal of Machine Learning Research, 24(104), pp. 1-42.

Niu, Mu, Frost, Fay, Milner, Jordan E., Skarin, Anna and Blackwell, Paul G. (2022) Modelling group movement with behaviour switching in continuous time. Biometrics, 78(1), pp. 286-299. (doi: 10.1111/biom.13412) (PMID:33270218)

Niu, Mu, Wandy, Joe ORCID logoORCID: https://orcid.org/0000-0002-3068-4664, Daly, Rónán ORCID logoORCID: https://orcid.org/0000-0002-1275-6820, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477 and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2021) R package for statistical inference in dynamical systems using kernel based gradient matching: KGode. Computational Statistics, 36(1), pp. 715-747. (doi: 10.1007/s00180-020-01014-x)

Milner, Jordan E., Blackwell, Paul G. and Niu, Mu (2021) Modelling and inference for the movement of interacting animals. Methods in Ecology and Evolution, 12(1), pp. 54-69. (doi: 10.1111/2041-210X.13468)

Niu, Mu, Cheung, Pokman, Lin, Lizhen, Dai, Zhenwen, Lawrence, Neil and Dunson, David (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, Lizhen, Niu, Mu, Cheung, Pokman and Dunson, David (2019) Extrinsic Gaussian processes for regression and classification on manifolds. Bayesian Analysis, 14(3), pp. 887-906. (doi: 10.1214/18-BA1135)

Niu, Mu, Macdonald, Benn ORCID logoORCID: https://orcid.org/0000-0003-3728-5305, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477, Filippone, Maurizio and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (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, Benn, Niu, Mu, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477, Filippone, Maurizio and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (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, Mu, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477, Filippone, Maurizio and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2016) Fast inference in nonlinear dynamical systems using gradient matching. Proceedings of Machine Learning Research, 48, pp. 1699-1707.

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

Blackwell, Paul G., Niu, Mu, Lambert, Mark S., LaPoint, Scott D. and O'Hara, Robert 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, Mu, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477, Filippone, Maurizio and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (2017) Parameter Inference in Differential Equation Models Using Time Warped Gradient Matching. RSS 2017 Annual Conference, Glasgow, Scotland, 04-07 Sep 2017.

Conference Proceedings

Szili, Benjamin, Niu, Mu and Neocleous, Tereza ORCID logoORCID: https://orcid.org/0000-0001-7792-4541 (2022) A Structural Learning Method for Graphical Models. In: 4th International Conference on Statistics: Theory and Applications (ICSTA'22), Prague, Czech Republic, 28-30 Jul 2022, p. 113. ISBN 9781990800085 (doi: 10.11159/icsta22.113)

Niu, Mu, Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477, Filippone, Maurizio and Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 (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, Mu, Filippone, Maurizio, Husmeier, Dirk ORCID logoORCID: https://orcid.org/0000-0003-1673-7413 and Rogers, Simon ORCID logoORCID: https://orcid.org/0000-0003-3578-4477 (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 Sun Jun 15 13:52:19 2025 BST.

Supervision

  • Ren, Hongjin
    Gaussian Process Emulation for Mathematical Models of the Heart

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 Sun Jun 15 10:18:46 2025 BST.