Patrick Rubin-Delanchy

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Data Science, machine-learning, networks, anomaly detection, cyber-security

I hold a Heilbronn Research fellowship in Statistics. My research focuses on developing statistical theory and methodology for machine-learning and data science. A specific interest is modelling and anomaly detection for networks and point processes, as seen in fields that generate Big Data. Two applications I have focussed on are cyber-security and super-resolution microscopy.

Publications

2016

• P. Rubin-Delanchy , D. J. Lawson , N. A. Heard , Anomaly detection for cyber-security applications, in Dynamic Networks and Cybersecurity, London: World Scientific, 2016.
  

  @incollection{rubin-delanchy16,
    author = {Rubin-Delanchy, Patrick and Lawson, Daniel J and Heard, Nicholas A},
    title = {Anomaly detection for cyber-security applications},
    publisher = {World Scientific},
    address = {London},
    year = {2016},
    chapter = {6},
    booktitle = {Dynamic Networks and Cybersecurity}
  }
  

• P. Rubin-Delanchy , N. A. Heard , On the mid-p-value of a test statistic with arbitrary real support, arXiv preprint:1505.05068, 2016.
  

  @article{rubin2015mid,
    title = {On the mid-p-value of a test statistic with arbitrary real support},
    author = {Rubin-Delanchy, Patrick and Heard, Nicholas A},
    journal = {arXiv preprint:1505.05068},
    year = {2016}
  }
  

• J. Griffié , M. Shannon , C. L. Bromley , L. Boelen , G. L. Burn , D. J. Williamson , N. A. Heard , A. P. Cope , D. M. Owen , P. Rubin-Delanchy , A Bayesian cluster analysis method for single-molecule localization microscopy data, Nature Protocols, vol. 11, 2499–2514, 2016.
  

  @article{rubindelanchyprot,
    journal = {Nature Protocols},
    title = {A {B}ayesian cluster analysis method for single-molecule localization microscopy data},
    author = {Griffi{\'e}, Juliette and Shannon, Michael and Bromley, Claire L and Boelen, Lies and Burn, Garth L and Williamson, David J and Heard, Nicholas A and Cope, Andrew P and Owen, Dylan M and Rubin-Delanchy, Patrick},
    pages = {2499--2514},
    volume = {11},
    year = {2016}
  }
  

• P. Rubin-Delanchy , N. M. Adams , N. A. Heard , Disassortivity of computer networks, in Proceedings of IEEE workshop on Big Data Analytics for Cyber-security Computing, 2016.
  

  @inproceedings{cyber4,
    author = {Rubin-Delanchy, Patrick and Adams, Niall M and Heard, Nicholas A},
    title = {Disassortivity of computer networks},
    booktitle = {Proceedings of IEEE workshop on Big Data Analytics for Cyber-security Computing},
    year = {2016},
    note = {To appear}
  }
  

• N. A. Heard , P. Rubin-Delanchy , Network-wide anomaly detection via the Dirichlet process, in Proceedings of IEEE workshop on Big Data Analytics for Cyber-security Computing, 2016.
  

  @inproceedings{cyber5,
    author = {Heard, Nicholas A and Rubin-Delanchy, P},
    title = {Network-wide anomaly detection via the {D}irichlet process},
    booktitle = {Proceedings of IEEE workshop on Big Data Analytics for Cyber-security Computing},
    year = {2016},
    note = {To appear}
  }
  

2015

• P. Rubin-Delanchy , G. L. Burn , J. Griffié , D. J. Williamson , N. A. Heard , A. P. Cope , D. M. Owen , Bayesian cluster identification in single-molecule localization microscopy data, Nature methods, vol. 12, 1072–1076, 2015.
  

  @article{rubin2015,
    title = {Bayesian cluster identification in single-molecule localization microscopy data},
    author = {Rubin-Delanchy, Patrick and Burn, Garth L and Griffi{\'e}, Juliette and Williamson, David J and Heard, Nicholas A and Cope, Andrew P and Owen, Dylan M},
    journal = {Nature methods},
    volume = {12},
    pages = {1072--1076},
    year = {2015},
    publisher = {Nature Publishing Group}
  }
  

• P. Rubin-Delanchy , D. J. Lawson , Posterior predictive p-values and the convex order, arXiv preprint:1412.3442, 2015.
  

  @article{rubin2015posterior,
    title = {Posterior predictive p-values and the convex order},
    author = {Rubin-Delanchy, Patrick and Lawson, Daniel J},
    journal = {arXiv preprint:1412.3442},
    year = {2015}
  }
  

2014

• P. Rubin-Delanchy , N. A. Heard , A test for dependence between two point processes on the real line, arXiv preprint:1408.3845, 2014.
  

  @article{rubin2014test,
    title = {A test for dependence between two point processes on the real line},
    author = {Rubin-Delanchy, Patrick and Heard, Nicholas A},
    journal = {arXiv preprint:1408.3845},
    year = {2014}
  }
  

• P. Rubin-Delanchy , D. J. Lawson , M. J. Turcotte , N. A. Heard , N. M. Adams , Three statistical approaches to sessionizing network flow data, in Proceedings of the IEEE Joint Intelligence and Security Informatics Conference (JISIC), 2014.
  

  @inproceedings{cyber1,
    author = {Rubin-Delanchy, Patrick and Lawson, Daniel J and Turcotte, Melissa JM and Heard, Nicholas A and Adams, Niall M},
    title = {Three statistical approaches to sessionizing network flow data},
    booktitle = {Proceedings of the IEEE Joint Intelligence and Security Informatics Conference (JISIC)},
    year = {2014}
  }
  

• N. A. Heard , D. J. Lawson , P. Rubin-Delanchy , Filtering automated polling traffic in computer network flow data, in Proceedings of the IEEE Joint Intelligence and Security Informatics Conference (JISIC), 2014.
  

  @inproceedings{cyber2,
    author = {Heard, Nicholas A and Lawson, Daniel J and Rubin-Delanchy, Patrick},
    title = {Filtering automated polling traffic in computer network flow data},
    booktitle = {Proceedings of the IEEE Joint Intelligence and Security Informatics Conference (JISIC)},
    year = {2014}
  }
  

• D. J. Lawson , P. Rubin-Delanchy , N. A. Heard , N. M. Adams , Statistical frameworks for detecting tunnelling in cyber defence using Big Data, in Proceedings of the IEEE Joint Intelligence and Security Informatics Conference (JISIC), 2014.
  

  @inproceedings{cyber3,
    author = {Lawson, Daniel J and Rubin-Delanchy, Patrick and Heard, Nicholas A and Adams, Niall M},
    title = {Statistical frameworks for detecting tunnelling in cyber defence using {B}ig {D}ata},
    booktitle = {Proceedings of the IEEE Joint Intelligence and Security Informatics Conference (JISIC)},
    year = {2014}
  }
  

2013

• A. Gandy , P. Rubin-Delanchy , An algorithm to compute the power of Monte Carlo tests with guaranteed precision, The Annals of Statistics, vol. 41, no. 1, 125–142, 2013.
  

  @article{gandy2013algorithm,
    title = {An algorithm to compute the power of {M}onte {C}arlo tests with guaranteed precision},
    author = {Gandy, A. and Rubin-Delanchy, P.},
    journal = {The Annals of Statistics},
    volume = {41},
    number = {1},
    pages = {125--142},
    year = {2013},
    publisher = {Institute of Mathematical Statistics}
  }