Abstract is missing.
- Reverse Engineering of Gene Regulatory NetworksJohannes Jaeger, Nicholas A. M. Monk. 9-34
- Framework for Comparative Assessment of Parameter Estimation and Inference Methods in Systems BiologyPedro Mendes. 35-60
- Estimation of Parametric Nonlinear ODEs for Biological Networks IdentificationFlorence d'Alché-Buc, Nicolas Brunei. 61-96
- A Brief Introduction to Bayesian InferenceNeil D. Lawrence, Magnus Rattray. 97-116
- Inferring Transcriptional Networks Using Prior Biological Knowledge and Constrained State-Space ModelsJohn Angus, Matthew J. Beal, Juan Li, Claudia Rangel, David L. Wild. 117-152
- Mixtures of Factor Analyzers for Modeling Transcriptional RegulationKuang Lin, Dirk Husmeier. 153-200
- System Identification and Model Ranking: The Bayesian PerspectiveMark Girolami, Ben Calderhead, Vladislav Vyshemirsky. 201-230
- Gaussian Processes for Missing Species in Biochemical SystemsNeil D. Lawrence, Magnus Rattray, Pei Gao, Michalis K. Titsias. 231-252
- Markov Chain Monte Carlo Algorithms for SDE Parameter EstimationDarren J. Wilkinson, Andrew Golightly. 253-276
- Approximate Inference for Stochastic Reaction processesAndreas Ruttor, Guido Sanguinetti, Manfred Opper. 277-296
- Toward the Inference of Stochastic Biochemical Network and Parameterized Grammar ModelsGuy Yosiphon, Eric Mjolsness. 297-314