Xenia Miscouridou

• Personal Webpage
• GitHub

Statistical Machine Learning, Deep Generative Models, Bayesian Random Graphs

I am a PhD student supervised by François Caron and Yee Whye Teh. I am interested in Statistical Machine Learning with current focus on Bayesian Nonparametric random graph models and Deep Generative Models.

Previously, I completed a BSc in Mathematics at Imperial College London and a master in Mathematical Statistics (Part III) at the University of Cambridge.

Publications

2020

• M. Willetts , X. Miscouridou , S. Roberts , C. Holmes , Relaxed-Responsibility Hierarchical Discrete VAEs, arXiv preprint, 2020.
  

  @article{Willetts2020HierarchicalDiscrete,
    archiveprefix = {arXiv},
    arxivid = {2007.07307v1},
    author = {Willetts, Matthew and Miscouridou, Xenia and Roberts, Stephen and Holmes, Chris},
    eprint = {2007.07307v1},
    journal = {arXiv preprint},
    title = {{Relaxed-Responsibility Hierarchical Discrete VAEs}},
    year = {2020}
  }
  

2018

• X. Miscouridou , F. Caron , Y. W. Teh , Modelling sparsity, heterogeneity, reciprocity and community structure in temporal interaction data, in Advances in Neural Information Processing Systems (NeurIPS), 2018.
  
  Project: bigbayes

  @inproceedings{HawkesInteractions,
    author = {Miscouridou, Xenia and Caron, Fran\c ois and Teh, Yee Whye},
    title = {Modelling sparsity, heterogeneity, reciprocity and community structure in temporal interaction data},
    booktitle = {Advances in Neural Information Processing Systems (NeurIPS)},
    note = {ArXiv e-prints: 1803.06070},
    year = {2018},
    month = dec
  }
  

• X. Miscouridou , A. Perotte , N. Elhadad , R. Ranganath , Deep Survival Analysis: Nonparametrics and Missingness, in pmlr, 2018.
  
  Project: bigbayes

  @inproceedings{DGMforSurvival,
    author = {Miscouridou, Xenia and Perotte, Adler and Elhadad, Noemie and Ranganath, Rajesh},
    title = {Deep Survival Analysis: Nonparametrics and Missingness},
    booktitle = pmlr,
    note = {Proceedings of Machine Learning Research, 85:1-12},
    year = {2018},
    month = jun
  }
  

2017

• A. Todeschini , X. Miscouridou , F. Caron , Exchangeable Random Measures for Sparse and Modular Graphs with Overlapping Communities, Aug-2017.
  
  Project: bigbayes

  @unpublished{OverlappingCommunityGraph,
    author = {Todeschini, Adrien and Miscouridou, Xenia and Caron, Fran\c ois},
    title = {Exchangeable Random Measures for Sparse and Modular Graphs with Overlapping Communities},
    note = {ArXiv e-prints: 1602.02114},
    archiveprefix = {arXiv},
    year = {2017},
    month = aug
  }
  

Software

2017

• A. Todeschini , X. Miscouridou , F. Caron , SNetOC. 2017.
  
  Project: bigbayes

  @software{SNetOC2017,
    author = {Todeschini, Adrien and Miscouridou, Xenia and Caron, Fran\c ois},
    title = {SNetOC},
    year = {2017},
    bdsk-url-1 = { https://github.com/misxenia/SNetOC}
  }