PASCAL - Pattern Analysis, Statistical Modelling and Computational Learning

EPrints submitted by Guido Sanguinetti

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Number of EPrints submitted by this user: 26

Accounting for probe-level noise in principal component analysis of microarray data
Guido Sanguinetti, Marta Milo, magnus rattray and Neil Lawrence
Bioinformatics Volume 21, Number 19, pp. 3748-3754, 2005.

A probabilistic dynamical model for quantitative inference of the regulatory mechanism of transcription
Guido Sanguinetti, Magnus Rattray and Neil Lawrence
Bioinformatics Volume 22, Number 14, pp. 1753-1759, 2006.

Probabilistic inference of transcription factor concentrations and gene-specific regulatory activities
Guido Sanguinetti, Neil Lawrence and Magnus Rattray
Bioinformatics 2006.

Missing Data in Kernel PCA
Guido Sanguinetti and Neil Lawrence
In: ECML 2006(2006).

Propagating Uncertainty in Microarray Data Analysis
Magnus Rattray, Xuejun Liu, Guido Sanguinetti, Marta Milo and Neil Lawrence
Briefings in Bioinformatics 2006.

Modelling transcriptional regulation using Gaussian processes
Neil Lawrence, Guido Sanguinetti and Magnus Rattray
In: NIPS 2006(2006).

Dimensionality reduction for clustered data sets
Guido Sanguinetti
IEEE Trans. Pattern Analysis Machine Intelligence Volume 30, Number 3, 2008.

Variational Inference for Markov Jump Processes
Manfred Opper and Guido Sanguinetti
In: NIPS, Vancouver, BC, Canada(2007).

MMG: a probabilistic tool to identify submodules of metabolic pathways
Guido Sanguinetti, Josselin Noirel and Phillip C. Wright
Bioinformatics Volume 24, Number 8, pp. 1078-1084, 2008.

Identifying differentially expressed subnetworks with MMG
Josselin Noirel, Guido Sanguinetti and Phillip C. Wright
Bioinformatics Volume 24, Number 23, pp. 2792-2793, 2008.

Switching Regulatory Models of Cellular Stress Response
Guido Sanguinetti, Andreas Ruttor, Manfred Opper and Cedric Archambeau
Bioinformatics 2008.

Information theoretic novelty detection
Guido Sanguinetti and Maurizio Filippone
Pattern recognition Volume 43, Number 3, pp. 805-814, 2010.

Parameter estimation and inference for stochastic reaction-diffusion systems: application to morphogenesis in D. melanogaster
Michael Dewar, visakan kadirkamanathan, Manfred Opper and Guido Sanguinetti
BMC Systems Biology Volume 4, Number 21, 2010.

Learning combinatorial transcriptional dynamics from gene expression data
Manfred Opper and Guido Sanguinetti
Bioinformatics Volume 26, Number 13, pp. 1623-1629, 2010.

TFInfer: A Tool for Probabilistic Inference of Transcription Factor Activities
Shehzad Asif, Matthew Rolfe, Jeff Green, Neil Lawrence, Magnus Rattray and Guido Sanguinetti
Bioinformatics Volume 26, Number 20, pp. 2635-2636, 2010.

A Perturbative Approach to Novelty Detection in Autoregressive Models
Maurizio Filippone and Guido Sanguinetti
IEEE Trans. Sign. Proc. Volume 59, Number 3, pp. 1027-1036, 2011.

Online variational inference for state-space models with point process observations
Andrew Zammit Mangion, Ke Yuan, visakan kadirkamanathan, Mahesan Niranjan and Guido Sanguinetti
Neural Computation 2010.

Approximate inference in continuous time Gaussian-Jump processes
Manfred Opper, Andreas Ruttor and Guido Sanguinetti
In: NIPS 2010, Dec 2010, Vancouver.

Large scale learning of combinatorial transcriptional dynamics from gene expression
Shehzad Asif and Guido Sanguinetti
Bioinformatics 2010.

Bayesian Multitask Classification with Gaussian Process Priors
Grigorios Skolidis and Guido Sanguinetti
IEEE Trans Neur Nets Volume 22, Number 12, pp. 2011-2021, 2011.

Approximate Inference of the Bandwidth in Multivariate Kernel Density Estimation
Maurizio Filippone and Guido Sanguinetti
Computational Statistics and Data Analysis Volume 55, Number 12, pp. 3104-3122, 2011.

Inference in continuous-time change-point models
Florian Stimberg, Andreas Ruttor, Manfred Opper and Guido Sanguinetti
In: NIPS, 12-15 Dec 2011, Granada, Spain.

A Variational Approach for the Online Dual Estimation of Spatiotemporal Systems Governed by the IDE
Andrew Zammit Mangion, Guido Sanguinetti and visakan kadirkamanathan
In: IFAC World Congress, 29-Aug-1 Sept 2011, Milan, Italy.

Point Process Modelling of the Afghan War Diary
Andrew Zammit Mangion, Michael Dewar, visakan kadirkamanathan and Guido Sanguinetti
Proceedings of the National Academy of Sciences USA 2012.

Variational Estimation in Spatiotemporal Systems from Continuous and Point-Process Observations
Andrew Zammit Mangion, Guido Sanguinetti and visakan kadirkamanathan
IEEE Trans Sign. Proc 2012.

Hybrid regulatory models: a statistically tractable approach to model regulatory network dynamics.
Andrea Ocone, Andrew Millar and Guido Sanguinetti
Bioinformatics 2013.