Science

I am interested in:

Machine Learning and Computational Statistics, in particular
Kernel Methods
Bayesian Statistics and MCMC
Statistical testing
Open-source software

Current projects:
Kernel methods for adaptive MCMC algorithms (MH & HMC & SMC)
Unbiased estimation for large-N Bayesian inference

Blog posts about: publications & talks

A list of my publications:

  • D. J. Sutherland, H. Strathmann, A. M., and A. Gretton, “Efficient and principled score estimation,” arXiv preprint, 2017.
    [Bibtex]
    @article{sutherland2017efficient,
    author = {Sutherland, D.J. and Strathmann, H. and Arbel M. and Gretton, A.},
    title = {{Efficient and principled score estimation}},
    url = {http://arxiv.org/abs/1705.08360},
    journal = {{arXiv preprint}},
    year = {2017}
    }
  • D. J. Sutherland, H. Y. Tung, H. Strathmann, S. De, A. Ramdas, A. Smola, and A. Gretton, “Generative Models and Model Criticism via Optimized Maximum Mean Discrepancy,” in ICLR, 2017.
    [Bibtex]
    @inproceedings{sutherland2016generative,
    title={{Generative Models and Model Criticism via Optimized Maximum Mean Discrepancy}},
    author={Sutherland, D.J. and Tung, H.Y. and Strathmann, H. and De, S. and Ramdas, A. and Smola, A. and Gretton, A.},
    booktitle={{ICLR}},
    year={2017}
    }
  • K. Chwialkowski, H. Strathmann, and A. Gretton, “A kernel test of goodness of fit,” in ICML, 2016.
    [Bibtex]
    @inproceedings{chwialkowski2016kernel,
    author = {Chwialkowski, K. and Strathmann, H. and Gretton, A.},
    booktitle = {{ICML}},
    title = {A kernel test of goodness of fit},
    year = {2016},
    }
  • H. Strathmann, D. Sejdinovic, S. Livingstone, Z. Szabo, and A. Gretton, “Gradient-free Hamiltonian Monte Carlo with Efficient Kernel Exponential Families,” in NIPS, 2015.
    [Bibtex]
    @inproceedings{strathmann2015gradient,
    title={{Gradient-free Hamiltonian Monte Carlo with Efficient Kernel Exponential Families}},
    author={Strathmann, H. and Sejdinovic, D. and Livingstone, S. and Szabo, Z. and Gretton, A.},
    year={2015},
    booktitle = {{NIPS}}
    }
  • H. Strathmann, D. Sejdinovic, and M. Girolami, “Unbiased Bayes for Big Data: Paths of Partial Posteriors,” arXiv preprint, 2014.
    [Bibtex]
    @article{Strathmann2014,
    author = {Strathmann, H. and Sejdinovic, D. and Girolami, M.},
    title = {{Unbiased Bayes for Big Data: Paths of Partial Posteriors}},
    url = {http://arxiv.org/abs/1501.03326},
    journal = {{arXiv preprint}},
    year = {2014}
    }
  • I. Schuster, H. Strathmann, B. Paige, and D. Sejdinovic, “Kernel Adaptive Sequential Monte Carlo,” arXiv preprint, 2015.
    [Bibtex]
    @article{schuster2015kernel,
    title={{Kernel Adaptive Sequential Monte Carlo}},
    url = {http://arxiv.org/abs/1510.03105},
    author={Schuster, I. and Strathmann, H. and Paige, B. and Sejdinovic, D.},
    journal={{arXiv preprint}},
    year={2015}
    }
  • D. Sejdinovic, H. Strathmann, M. Lomeli, C. Andrieu, and A. Gretton, “Kernel Adaptive Metropolis-Hastings,” in ICML, 2012.
    [Bibtex]
    @inproceedings{Sejdinovic2014,
    author = { Sejdinovic, D. and Strathmann, H. and Lomeli, M. and Andrieu, C. and Gretton, A. },
    booktitle = {{ICML}},
    title = {{Kernel Adaptive Metropolis-Hastings}},
    year = {2012},
    }
  • A. Gretton, D. Sejdinovic, H. Strathmann, S. Balakrishnan, M. Pontil, K. F., and B. K. Sriperumbudur, “Optimal kernel choice for large-scale two-sample tests,” in NIPS, 2012.
    [Bibtex]
    @inproceedings{Gretton2012,
    title = {Optimal kernel choice for large-scale two-sample tests},
    author = {Gretton, A. and Sejdinovic, D. and Strathmann, H. and Balakrishnan, S. and Pontil, M. and Kenji F. and Sriperumbudur, B.K.},
    booktitle = {{NIPS}},
    year = {2012},
    }
  • A. M. Lyne, M. Girolami, Y. Atchade, H. Strathmann, and D. Simpson, “On Russian Roulette Estimates for Bayesian inference with Doubly-Intractable Likelihoods,” Statistical science, vol. 30, iss. 4, pp. 443-467, 2015.
    [Bibtex]
    @article{lyne2015russian,
    title={{On Russian Roulette Estimates for Bayesian inference with Doubly-Intractable Likelihoods}},
    author={Lyne, A.M. and Girolami, M. and Atchade, Y. and Strathmann, H. and Simpson, D.},
    journal={Statistical science},
    volume={30},
    number={4},
    pages={443--467},
    year={2015},
    }
  • M. Ruhl, P. Chhatwal, H. Strathmann, T. Kuntzen, D. Bankwitz, K. Skibbe, A. Walker, F. M. Heinemann, P. a Horn, T. M. Allen, D. Hoffmann, T. Pietschmann, and J. Timm, “Escape from a dominant HLA-B* 15-restricted CD8+ T cell response against hepatitis C virus requires compensatory mutations outside the epitope,” Journal of virology, vol. 86, iss. 2, pp. 991-1000, 2012.
    [Bibtex]
    @article{Ruhl2012,
    title={{Escape from a dominant HLA-B* 15-restricted CD8+ T cell response against hepatitis C virus requires compensatory mutations outside the epitope}},
    author = {Ruhl, M. and Chhatwal, P. and Strathmann, H. and Kuntzen, T. and Bankwitz, D. and Skibbe, K. and Walker, A. and Heinemann, F.M. and Horn, P. a and Allen, T.M. and Hoffmann, D. and Pietschmann, T. and Timm, J.},
    journal={Journal of virology},
    volume={86},
    number={2},
    pages={991--1000},
    year={2012},
    }

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