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: