Software
GPTK: An R package for Gaussian process regression.
GPREGE: An R package for Gaussian process ranking and estimation of gene expression time-series. Submitted to Bionconductor.
(The full DellaGatta dataset is available
[here])
Publications and papers in preparation
A. A. Kalaitzis, N. D. Lawrence. (2011)
"A simple approach to ranking differentially expressed gene expression time-courses through Gaussian process regression"
in BMC Bioinformatics 2011, 12:180.
Master's thesis
A. A. Kalaitzis. (2009)
"Image inpainting with Gaussian processes."
M.Sc. Thesis, School of Informatics, The University of Edinburgh.
Supervised by Christopher K.I. Williams.
Talks
A. A. Kalaitzis. (2011)
"A simple approach to ranking differentially expressed gene expression time-courses through Gaussian process regression".
Presented at MLSB2011, Vienna, Austria on 21/07/11.
[Extended abstract]
A. A. Kalaitzis. (2011)
"Gaussian process regression for ranking differentially expressed gene expression time-courses".
Presented at Sheffield Institute for Translational Neuroscience,
Department of Neuroscience,
University of Sheffield, U.K. on 11/04/11.