Warped Gaussian process modelling of transcriptional regulation

Ji, R. and Husmeier, D. (2012) Warped Gaussian process modelling of transcriptional regulation. In: 9th International Workshop on Computational Systems Biology, Ulm, Germany, 4-6 Jun 2012,

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Abstract

This article extends recent work on Gaussian process modelling of transcriptional regulation, which assumed additive Gaussian noise of constant variance, to heteroscedastic noise. Our work is based on an explicit noise model for transcriptional profiling and the concept of warped Gaussian processes.

Item Type:Conference Proceedings
Status:Published
Refereed:Yes
Glasgow Author(s) Enlighten ID:Ji, Dr Ruirui and Husmeier, Professor Dirk
Authors: Ji, R., and Husmeier, D.
College/School:College of Science and Engineering > School of Mathematics and Statistics > Statistics
Copyright Holders:Copyright © 2012 The Authors
Publisher Policy:Reproduced in accordance with the copyright policy of the authors
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