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stat.ML2013
Factored expectation propagation for input-output FHMM models in systems biology
Botond Cseke, Guido Sanguinetti
We consider the problem of joint modelling of metabolic signals and gene expression in systems biology applications. We propose an approach based on input-output factorial hidden M…
stat.ML2013
Sparse Approximate Inference for Spatio-Temporal Point Process Models
Botond Cseke, Andrew Zammit Mangion, Tom Heskes +1
Spatio-temporal point process models play a central role in the analysis of spatially distributed systems in several disciplines. Yet, scalable inference remains computa- tionally…