Michalis K. Titsias
homepage:http://www.cs.man.ac.uk/~mtitsias/
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Description

I am a research associate in the Machine Learning and Optimization Research Group at the School of Computer Science of the University of Manchester, UK. I work on a systems Biology project, called TIGRA, together with Neil Lawrence and Magnus Rattray. Before, I did my PhD at institute of Adaptive and Neural Computation at the University of Edinburgh under the supervision of Chris Williams. I did my undergraduate and master degree in Computer Science at the University of Ioannina, Greece.

Research interests

  • Machine learning methods: Gaussian processes, Bayesian non-parametric models, probabilistic graphical models, kernel methods
  • Approximate inference: variational methods, Markov chain Monte Carlo
  • Dynamical systems: nonlinear models, stochastic differential equations,
  • Applications: systems Biology, computer vision, web


Lectures:

lecture
flag Bayesian Gaussian process latent variable model
as author at  13th International Conference on Artificial Intelligence and Statistics (AISTATS), Sardinia 2010,
980 views
  lecture
flag Variational Model Selection for Sparse Gaussian Process Regression
as author at  Bayesian Research Kitchen Workshop (BARK), Grasmere 2008,
607 views
lecture
flag Gaussian process modelling of transcription factor networks using Markov Chain Monte-Carlo
as author at  Learning and Inference in Computational Systems Biology (LICSB), Glasgow 2008,
436 views