Publications (20)
Fast nonparametric clustering of structured time-series
James Hensman, Magnus Rattray, Neil D. Lawrence
Inferring the perturbation time from biological time course data
Jing Yang, Christopher A. Penfold, Murray R. Grant +1
Bayesian detection of piecewise linear trends in replicated time-series with application to growth data modelling
Panagiotis Papastamoulis, Takanori Furukawa, Norman van Rhijn +3
The Dynamics of a Genetic Algorithm for a Simple Learning Problem
Magnus Rattray, Jonathan Shapiro
RNA-based Phylogenetic Methods: Application to Mammalian Mitochondrial RNA Sequences
Cendrine Hudelot, Vivek Gowri-Shankar, Howsun Jow +2
BayesBinMix: an R Package for Model Based Clustering of Multivariate Binary Data
Panagiotis Papastamoulis, Magnus Rattray
Fast and accurate approximate inference of transcript expression from RNA-seq data
James Hensman, Panagiotis Papastamoulis, Peter Glaus +2
Inference of RNA Polymerase II Transcription Dynamics from Chromatin Immunoprecipitation Time Course Data
Ciira wa Maina, Antti Honkela, Filomena Matarese +5
Cumulant Dynamics of a Population under Multiplicative Selection, Mutation and Drift
Magnus Rattray, Jonathan L. Shapiro
Identifying stochastic oscillations in single-cell live imaging time series using Gaussian processes
Nick E. Phillips, Cerys Manning, Nancy Papalopulu +1
Bayesian estimation of Differential Transcript Usage from RNA-seq data
Panagiotis Papastamoulis, Magnus Rattray
A Bayesian model selection approach for identifying differentially expressed transcripts from RNA-Seq data
Panagiotis Papastamoulis, Magnus Rattray
Genome-wide modelling of transcription kinetics reveals patterns of RNA production delays
Antti Honkela, Jaakko Peltonen, Hande Topa +7
Gaussian process models for periodicity detection
Nicolas Durrande, James Hensman, Magnus Rattray +1
Fast Variational Inference in the Conjugate Exponential Family
James Hensman, Magnus Rattray, Neil D. Lawrence
Statistical Dynamics of On-line Independent Component Analysis
Gleb Basalyga, Magnus Rattray
Fast Approximate Inference of Transcript Expression Levels from RNA-seq Data
James Hensman, Peter Glaus, Antti Honkela +1
Identifying differentially expressed transcripts from RNA-seq data with biological variation
Peter Glaus, Antti Honkela, Magnus Rattray
Stochastic trapping in a solvable model of on-line independent component analysis
Magnus Rattray
Analysis of Natural Gradient Descent for Multilayer Neural Networks
Magnus Rattray, David Saad