Handbook of statistical systems biology /

Systems Biology is now entering a mature phase in which the key issues are characterising uncertainty and stochastic effects in mathematical models of biological systems. The area is moving towards a full statistical analysis and probabilistic reasoning over the inferences that can be made from math...

Πλήρης περιγραφή

Λεπτομέρειες βιβλιογραφικής εγγραφής
Συγγραφή απο Οργανισμό/Αρχή: Wiley InterScience (Online service)
Άλλοι συγγραφείς: Stumpf, M. P. H. (Michael P. H.), Balding, D. J., Girolami, Mark, 1963-
Μορφή: Ηλ. βιβλίο
Γλώσσα:English
Έκδοση: Chichester : Wiley, 2011.
Θέματα:
Διαθέσιμο Online:Full Text via HEAL-Link
Πίνακας περιεχομένων:
  • Methodological Chapters. Two Challenges of Systems Biology / William S Hlavacek
  • Introduction to Statistical Methods for Complex Systems / Tristan Mary-Huard, Sťphane Robin
  • Bayesian Inference and Computation / Christian P Robert, Jean-Michel Marin, Judith Rousseau
  • Data Integration: Towards Understanding Biological Complexity / David Gomez-Cabrero, Jesper Tegner
  • Control Engineering Approaches to Reverse Engineering Biomolecular Networks / Francesco Montefusco, Carlo Cosentino, Declan G Bates
  • Algebraic Statistics and Methods in Systems Biology / Carsten Wiuf
  • Transcriptomic Technologies and Statistical Data Analysis / Elizabeth Purdom, Sach Mukherjee
  • Statistical Data Analysis in Metabolomics / Timothy M D Ebbels, Maria De Iorio
  • Imaging and Single-Cell Measurement Technologies / Yu-ichi Ozaki, Shinya Kuroda
  • Technology-Based Chapters. Protein Interaction Networks and Their Statistical Analysis / Waqar Ali, Charlotte Deane, Gesine Reinert
  • Networks and Graphical Models. Introduction to Graphical Modelling / Marco Scutari, Korbinian Strimmer
  • Recovering Genetic Network from Continuous Data with Dynamic Bayesian Networks / Ga︠lle Lelandais, Sophie L̈bre
  • Advanced Applications of Bayesian Networks in Systems Biology / Dirk Husmeier, Adriano V Werhli, Marco Grzegorczyk
  • Random Graph Models and Their Application to Protein-Protein Interaction Networks / Desmond J Higham, Nata₍a Pr°ulj
  • Modelling Biological Networks via Tailored Random Graphs / Anthony C C Coolen, Franca Fraternali, Alessia Annibale, Luis Fernandes, Jens Kleinjung
  • Dynamical Systems. Nonlinear Dynamics: A Brief Introduction / Alessandro Moura, Celso Grebogi
  • Qualitative Inference in Dynamical Systems / Fatihcan M Atay, Jurgen Jost
  • Stochastic Dynamical Systems / Darren J Wilkinson
  • Gaussian Process Inference for Differential Equation Models of Transcriptional Regulation / Neil Lawrence, Magnus Rattray, Antti Honkela, Michalis Titsias
  • Model Identification by Utilizing Likelihood-Based Methods / Andreas Raue, Jens Timmer
  • Application Areas. Inference of Signalling Pathway Models / Tina Toni, Juliane Liepe, Michael P H Stumpf
  • Modelling Transcription Factor Activity / Martino Barenco, Daniel Brewer, Robin Callard, Michael Hubank
  • Host-Pathogen Systems Biology / John W Pinney
  • Bayesian Approaches for Mass Spectrometry-Based Metabolomics / Simon Rogers, Richard A Scheltema, Michael Barrett, Rainer Breitling
  • Systems Biology of microRNAs / Doron Betel, Raya Khanin.