Dr Xuhui   Fan
Research Associate

Dr Xuhui Fan

Science
Sch of Mathematics & Statistic

I am currently a Postdoctoral Fellow in the School of Mathematics and Statistics in UNSW, Australia, under the supervision of Prof. Scott Sisson and Prof. Robert Kohn.

My Ph.D degree is obtained in University of Technology, Sydney on May, 2015, under the supervision of Prof. Longbing Cao and Prof. Richard Yi Da Xu.
Prior to coming to Australia, I received my Bachelor degree in Mathematical Statistics From University of Science and Technology of China in 2010

I have broad interests in machine learning, my previous work focuses on clustering, nonparametric Bayesian methods and metric learning. Now, I am exploring the wonderful world of Bayesian random partition models and related interesting topics. 

Publications

  • Book Chapters | 2018
    Dr Xuhui Fan
    Zhou F; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2018, 'A Refined MISD Algorithm Based on Gaussian Process Regression', in Advances in Knowledge Discovery and Data Mining, pp. 584 - 596, http://dx.doi.org/10.1007/978-3-319-93037-4_46
  • Journal articles | 2021
    Dr Xuhui Fan
    Li C; Xie HB; Fan X; Xu RYD; Van Huffel S; Mengersen K, 2021, 'Kernelized Sparse Bayesian Matrix Factorization', IEEE Transactions on Neural Networks and Learning Systems, vol. 32, pp. 391 - 404, http://dx.doi.org/10.1109/TNNLS.2020.2978761
    Journal articles | 2021
    Dr Xuhui Fan
    Zhou F; Luo S; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2021, 'Efficient EM-variational inference for nonparametric Hawkes process', Statistics and Computing, vol. 31, http://dx.doi.org/10.1007/s11222-021-10021-x
    Journal articles | 2020
    Dr Xuhui Fan
    Zhou F; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2020, 'Fast multi-resolution segmentation for nonstationary Hawkes process using cumulants', International Journal of Data Science and Analytics, vol. 10, pp. 321 - 330, http://dx.doi.org/10.1007/s41060-020-00223-3
    Journal articles | 2020
    Dr Xuhui Fan
    Zhou F; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2020, 'Efficient inference for nonparametric hawkes processes using auxiliary latent variables', Journal of Machine Learning Research, vol. 21
    Journal articles | 2020
    Dr Xuhui Fan
    Li Y; Fan X; Gaussier E, 2020, 'Supervised Categorical Metric Learning With Schatten p-Norms.', IEEE Trans Cybern, vol. PP, http://dx.doi.org/10.1109/TCYB.2020.3004437
    Journal articles | 2020
    Dr Xuhui Fan
    Li C; Xie HB; Mengersen K; Fan X; Da Xu RY; Sisson SA; Van Huffel S, 2020, 'Bayesian nonnegative matrix factorization with dirichlet process mixtures', IEEE Transactions on Signal Processing, vol. 68, pp. 3860 - 3870, http://dx.doi.org/10.1109/TSP.2020.3003120
    Journal articles | 2019
    Dr Xuhui Fan
    Li C; Xie HB; Fan X; Xu RYD; Van Huffel S; Sisson SA; Mengersen K, 2019, 'Image denoising based on nonlocal Bayesian singular value thresholding and Stein's unbiased risk estimator', IEEE Transactions on Image Processing, vol. 28, pp. 4899 - 4911, http://dx.doi.org/10.1109/TIP.2019.2912292
    Journal articles | 2017
    Dr Xuhui Fan
    Fan X; Da Xu RY; Cao L; Song Y, 2017, 'Learning nonparametric relational models by conjugately incorporating node information in a network', IEEE Transactions on Cybernetics, vol. 47, pp. 589 - 599, http://dx.doi.org/10.1109/TCYB.2016.2521376
    Journal articles | 2015
    Dr Xuhui Fan
    Fan X; Cao L; Da Xu RY, 2015, 'Dynamic Infinite Mixed-Membership Stochastic Blockmodel', IEEE Transactions on Neural Networks and Learning Systems, vol. 26, pp. 2072 - 2085, http://dx.doi.org/10.1109/TNNLS.2014.2369374
    Journal articles | 2015
    Dr Xuhui Fan
    Fan X; Cao L, 2015, 'A convergence theorem for graph shift-type algorithms', Pattern Recognition, vol. 48, pp. 2751 - 2760, http://dx.doi.org/10.1016/j.patcog.2015.02.013
  • Conference Papers | 2020
    Dr Xuhui Fan
    Li Y; Fan X; Chen L; Li B; Yu Z; Sisson SA, 2020, 'Recurrent dirichlet belief networks for interpretable dynamic relational data modelling', in IJCAI International Joint Conference on Artificial Intelligence, pp. 2470 - 2476
    Conference Papers | 2020
    Dr Xuhui Fan
    Fan X; Li B; Sisson SA, 2020, 'Online Binary Space Partitioning Forests', in Chiappa S; Calandra R (ed.), INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND STATISTICS, VOL 108, ADDISON-WESLEY PUBL CO, ELECTR NETWORK, pp. 527 - 536, presented at 23rd International Conference on Artificial Intelligence and Statistics (AISTATS), ELECTR NETWORK, 26 August 2020 - 28 August 2020, http://proceedings.mlr.press/v108/fan20a/fan20a.pdf
    Conference Papers | 2020
    Dr Xuhui Fan
    Yu Z; Fan X; Pietrasik M; Reformat M, 2020, 'Fragmentation coagulation based mixed membership stochastic blockmodel', in AAAI 2020 - 34th AAAI Conference on Artificial Intelligence, pp. 6704 - 6711
    Conference Papers | 2019
    Dr Xuhui Fan
    Fan X; Li B; Li C; Sisson S; Chen L, 2019, 'Scalable deep generative relational model with high-order node dependence', in NeurIPS 2019, 33rd Conference on Neural INformation Processing Systems 2019, Vancouver, Canada, presented at NeurIPS 2019, Vancouver, Canada, 08 December 2019
    Conference Papers | 2019
    Dr Xuhui Fan
    Fan X; Li B; Sisson S, 2019, 'Binary space partitioning forests', in AISTATS 2019, Proceedings of Machine Learning Research, Naha, Okinawa, Japan, presented at AISTATS 2019, Naha, Okinawa, Japan, 16 April 2019, http://proceedings.mlr.press/v89/fan19b/fan19b.pdf
    Conference Papers | 2019
    Dr Xuhui Fan
    Zhou F; Zhang Y; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2019, 'Hawkes process with stochastic triggering kernel', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), Springer, Macau, China, pp. 319 - 330, presented at 23rd Pacific-Asia Conference, PAKDD 2019, Macau, China, 14 April 2019 - 17 April 2019, http://dx.doi.org/10.1007/978-3-030-16148-4_25
    Conference Papers | 2018
    Dr Xuhui Fan
    Fan X; Li B; Sisson S, 2018, 'The binary space partitioning tree process', in AISTATS 2018, Proceedings of Machine Learning Research, PMLR, Playa Blanca, Lanzarote, Canary Islands, pp. 1859 - 1867, presented at 21st International Conference on Artificial Intelligence and Statistics : AISTATS 2018, Playa Blanca, Lanzarote, Canary Islands, 09 April 2018 - 11 April 2018, http://proceedings.mlr.press/v84/fan18b/fan18b.pdf
    Conference Papers | 2018
    Dr Xuhui Fan
    Fan X; Li B; Sisson S, 2018, 'Rectangular bounding process', in NeurIPS 2018, 32nd Conference on Neural Information Processing Systems, Montreal, presented at NeurIPS 2018, 32nd Conference on Neural Information Processing Systems, Montreal, 03 December 2018 - 08 December 2018
    Conference Papers | 2018
    Dr Xuhui Fan
    Zhang J; Li B; Fan X; Wang Y; Chen F, 2018, 'Corrosion prediction on sewer networks with sparse monitoring sites: A case study', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 223 - 235, http://dx.doi.org/10.1007/978-3-319-93034-3_18
    Conference Papers | 2018
    Dr Xuhui Fan
    Zhou F; Li Z; Fan X; Wang Y; Sowmya A; Chen F, 2018, 'A refined MISD algorithm based on Gaussian process regression', in Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics), pp. 584 - 596, http://dx.doi.org/10.1007/978-3-319-93037-4_46
    Conference Papers | 2016
    Dr Xuhui Fan
    Yi W; Li B; Fan X; Yang W; Chen F, 2016, 'Bayesian optimization of partition layouts for mondrian processes', in IJCAI International Joint Conference on Artificial Intelligence, new york, pp. 2160 - 2166, presented at International Joint Conference on Artificial Intelligence, new york, 09 July 2016 - 15 July 2016, https://www.ijcai.org/Proceedings/16/Papers/308.pdf
    Conference Papers | 2016
    Dr Xuhui Fan
    Fan X; Li B; Wang Y; Wang Y; Chen F, 2016, 'The ostomachion process', in 30th AAAI Conference on Artificial Intelligence, AAAI 2016, pp. 1547 - 1553
    Conference Papers | 2016
    Dr Xuhui Fan
    Fan X; Xu RYD; Cao L, 2016, 'Copula mixed-membership stochastic block model', in IJCAI International Joint Conference on Artificial Intelligence, pp. 1462 - 1468
    Conference Papers | 2012
    Dr Xuhui Fan
    Wei W; Fan X; Li J; Cao L, 2012, 'Model the complex dependence structures of financial variables by using canonical vine', in ACM International Conference Proceeding Series, pp. 1382 - 1391, http://dx.doi.org/10.1145/2396761.2398443
    Conference Papers | 2012
    Dr Xuhui Fan
    Fan X; Zhu L; Cao L; Cui X; Ong YS, 2012, 'Maximum margin clustering on evolutionary data', in ACM International Conference Proceeding Series, pp. 625 - 634, http://dx.doi.org/10.1145/2396761.2396842
    Conference Papers | 2012
    Dr Xuhui Fan
    Fan X; Cao L, 2012, 'A theoretical framework of the graph shift algorithm', in Proceedings of the National Conference on Artificial Intelligence, pp. 2419 - 2420

Awards

Grants

Media