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Produktbild: Handbook of Statistical Systems Biology

Handbook of Statistical Systems Biology

Fr. 258.00

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Beschreibung

Produktdetails

Einband

Gebundene Ausgabe

Erscheinungsdatum

24.10.2011

Herausgeber

David J. Balding + weitere

Verlag

John Wiley & Sons

Seitenzahl

544

Maße (L/B/H)

25.4/19.5/3.2 cm

Gewicht

1312 g

Auflage

1. Auflage

Sprache

Englisch

ISBN

978-0-470-71086-9

Beschreibung

Rezension

"A very remarkable collection of essays. Strongly recommended to workers in this area." (International Statistical Review, 1 October 2013)

"I would highly recommend this book as a useful guide for the students and practitioners of systems biology." (Science Progress, 1 September 2012)

"This handbook will be a key resource for researchers practising systems biology, and those requiring a comprehensive overview of this important field." (Zentralblatt MATH, 2012)

Produktdetails

Einband

Gebundene Ausgabe

Erscheinungsdatum

24.10.2011

Herausgeber

Verlag

John Wiley & Sons

Seitenzahl

544

Maße (L/B/H)

25.4/19.5/3.2 cm

Gewicht

1312 g

Auflage

1. Auflage

Sprache

Englisch

ISBN

978-0-470-71086-9

Herstelleradresse

Libri GmbH
Europaallee 1
36244 Bad Hersfeld
DE

Email: gpsr@libri.de

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  • Produktbild: Handbook of Statistical Systems Biology
  • Preface xvii
    Contributors xix

    A METHODOLOGICAL CHAPTERS 1

    1 Two Challenges of Systems Biology 3
    William S. Hlavacek

    2 Introduction to Statistical Methods for Complex Systems 15
    Tristan Mary-Huard and Stéphane Robin

    3 Bayesian Inference and Computation 39
    Christian P. Robert, Jean-Michel Marin and Judith Rousseau

    4 Data Integration: Towards Understanding Biological Complexity 66
    David Gomez-Cabrero and Jesper Tegner

    5 Control Engineering Approaches to Reverse Engineering Biomolecular Networks 83
    Francesco Montefusco, Carlo Cosentino and Declan G. Bates

    6 Algebraic Statistics and Methods in Systems Biology 114
    Carsten Wiuf

    B TECHNOLOGY-BASED CHAPTERS 133

    7 Transcriptomic Technologies and Statistical Data Analysis 135
    Elizabeth Purdom and Sach Mukherjee

    8 Statistical Data Analysis in Metabolomics 163
    Timothy M.D. Ebbels and Maria De Iorio

    9 Imaging and Single-Cell Measurement Technologies 181
    Yu-ichi Ozaki and Shinya Kuroda

    10 Protein Interaction Networks and Their Statistical Analysis 200
    Waqar Ali, Charlotte Deane and Gesine Reinert

    C NETWORKS AND GRAPHICAL MODELS 235

    11 Introduction to Graphical Modelling 237
    Marco Scutari and Korbinian Strimmer

    12 Recovering Genetic Network from Continuous Data with Dynamic Bayesian Networks 255
    Gaëlle Lelandais and Sophie Lèbre

    13 Advanced Applications of Bayesian Networks in Systems Biology 270
    Dirk Husmeier, Adriano V. Werhli and Marco Grzegorczyk

    14 Random Graph Models and Their Application to Protein-Protein Interaction Networks 290
    Desmond J. Higham and Natasa Przulj

    15 Modelling Biological Networks via Tailored Random Graphs 309
    Anthony C.C. Coolen, Franca Fraternali, Alessia Annibale, Luis Fernandes and Jens Kleinjung

    D DYNAMICAL SYSTEMS 331

    16 Nonlinear Dynamics: A Brief Introduction 333
    Alessandro Moura and Celso Grebogi

    17 Qualitative Inference in Dynamical Systems 339
    Fatihcan M. Atay and Jurgen Jost

    18 Stochastic Dynamical Systems 359
    Darren J. Wilkinson

    19 Gaussian Process Inference for Differential Equation Models of Transcriptional Regulation 376
    Neil Lawrence, Magnus Rattray, Antti Honkela and Michalis Titsias

    20 Model Identification by Utilizing Likelihood-Based Methods 395
    Andreas Raue and Jens Timmer

    E APPLICATION AREAS 417

    21 Inference of Signalling Pathway Models 419
    Tina Toni, Juliane Liepe and Michael P. H. Stumpf

    22 Modelling Transcription Factor Activity 440
    Martino Barenco, Daniel Brewer, Robin Callard and Michael Hubank

    23 Host-Pathogen Systems Biology 451
    John W. Pinney

    24 Bayesian Approaches for Mass Spectrometry-Based Metabolomics 467
    Simon Rogers, Richard A. Scheltema, Michael Barrett and Rainer Breitling

    25 Systems Biology of microRNAs 477
    Doron Betel and Raya Khanin

    References 491
    Index 495