Antti Honkela
homepage:http://www.cis.hut.fi/ahonkela/
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Description

I am affiliated with the Bayes group of the Adaptive Informatics Research Centre. My research interests include Bayesian machine learning and approximate inference in particular. I am interested in modelling nonlinear dynamical systems with applications to bioinformatics, especially modelling transcription regulation.

I am currently visiting the University of Manchester until July 2010. I am working with Neil Lawrence and Magnus Rattray.

Free software tools I have created are available on the pages of the Bayes and IVGA groups, as well as with the Manchester group.

I completed my doctoral thesis, "Advances in Variational Bayesian Nonlinear Blind Source Separation", in spring 2005.

My master's thesis, "Nonlinear Switching State-Space Models", is also available here. In addition to the browseable HTML version, the thesis is available as PostScript (659 kB) and PDF (844 kB) versions.


Lectures:

[syn]  6894 views, 37:57  
lecture
flag Variational Bayes for Continuous-time Nonlinear State-space Models
as author at  NIPS Workshop on Dynamical Systems, Stochastic Processes and Bayesian Inference, Whistler 2006,
6894 views
 
[syn]  2905 views, 24:33  
lecture
flag Decoding underlying behaviour from destructive time series experiments through Gaussian process models
as author at  Learning and Inference in Computational Systems Biology (LICSB), Warwick 2010,
2905 views