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Valerio Perrone

I am a third-year PhD student at the Oxford-Warwick Statistics Programme (OxWaSP), working under the joint supervision of Professor Yee Whye Teh (Oxford), Dr. Dario Spanò (Warwick) and Dr. Paul Jenkins (Warwick). I am also part of the Oxford statistical machine learning group (OxCSML).

My research interests lie in the fields of Bayesian machine learning and deep learning. In particular, I am interested in developing algorithms for large-scale machine learning and Bayesian nonparametric models with realistic dependency structures. I have applied my work to text analysis, recommender systems and population genetics.

News:

I am currently at Amazon, Berlin, as an Applied Scientist Intern.


Publications

  • V. Perrone, P. A. Jenkins, D. Spano, Y. W. Teh. Poisson Random Fields for Dynamic Feature Models. To appear in the Journal of Machine Learning Research (JMLR). 2017. [arXiv] [data]
  • V. Perrone, R. Jenatton, M. Seeger, C. Archambeau. Multiple Adaptive Bayesian Linear Regression for Scalable Bayesian Optimization with Warm Start. NIPS 2017 Workshop on Meta-Learning. 2017. [pdf] [arXiv] [workshop link]
  • J. Chan, V. Perrone, J. Spence, P. A. Jenkins, S. Mathieson and Yun S. Song. A Likelihood-Free Inference Framework for Population Genetic Data using Exchangeable Neural Networks. NIPS 2017 Workshop on Machine Learning in Computational Biology. 2017. [workshop link]
  • X. Lu*, V. Perrone*, L. Hasenclever, Y. W. Teh, S. J. Vollmer. Relativistic Monte Carlo. Proceedings of the 20th International Conference on Artificial Intelligence and Statistics (AISTATS). 2017. [pdf] [arXiv] [code] [video] *joint first author

Selected Talks & Posters


Teaching

  • Term 2, 2017: Stochastic Processes (ST202)
  • Term 2, 2016: Probability Theory (ST318)
  • Term 1, 2015: Mathematical Statistics Part A (ST218)

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Email

  • v dot perrone at warwick dot ac dot uk
  • valerio dot perrone at mpls dot ox dot ac dot uk

(PDF Document) Curriculum Vitae

Google Scholar

Contact

Office No. D0.06
Department of Statistics
University of Warwick
CV4 7AL, Coventry (UK)