图书简介
Bayesian Statistics is a dynamic and fast-growing area of statistical research with wide-ranging and far-reaching applications across science, technology, commerce, and industry. This Handbook explores contemporary Bayesian analysis across a variety of techniques and application areas.
Preface; Part I - Biomedical & Health Sciences; 1 David Dunson: Flexible Bayes Regression of Epidemiologic Data; 2 Peter Green, Kanti Mardia, Vysaul Nyirongo & Yann Ruffieux: Bayesian Modelling for Matching and Alignment of Biomolecules; 3 Jerry Cheng & David Madigan: Bayesian Approaches to Aspects of the Vioxx Trials: Non-ignorable Dropout and Sequential Meta-Analysis; 4 Jeremy Oakley & Helen Clough: Sensitivity Analysis in Microbial Risk Assessment: Vero-cytotoxigenic E.coli O157 in Farm-Pasteurised Milk; 5 Alexandra Schmidt, Jennifer Hoeting, Joao Batista Pereira & Pedro Paulo Vieira: Mapping Malaria in the Amazon Rain Forest: a Spatio-Temporal Mixture Model; 6 Dan Merl, Joseph Lucas, Joseph Nevins, Haige Shenz & Mike West: Trans-Study Projection of Genomic Biomarkers in Analysis of Oncogene Deregulation and Breast Cancer; 7 D. A. Henderson, R.J. Boys, C.J. Proctor & D.J. Wilkinson: Linking Systems Biology Models to Data: a Stochastic Kinetic Model of p53 Oscillations; Part II - Industry, Economics & Finance; 8 Elmira Popova, David Morton, Paul Damien & Tim Hanson: Bayesian Analysis and Decisions in Nuclear Power Plant Maintenance; 9 Jonathan Cumming & Michael Goldstein: Bayes Linear Uncertainty Analysis for Oil Reservoirs Based on Multiscale Computer Experiments; 10 Antonio Pievatolo & Fabrizio Ruggeri: Bayesian Modelling of Train Doors Reliability; 11 Marco Ferreira, Adelmo Bertoldey & Scott Holan: Analysis of Economic Data With Multiscale Spatio-temporal Models; 12 Hedibert Lopes & Nicholas Polson: Extracting S&P500 and NASDAQ Volatility: The Credit Crisis of 2007-2008; 13 Jose Mario Quintana, Carlos Carvalho, James Scott & Thomas Costigliola: Futures Markets, Bayesian Forecasting, and Risk Modeling; 14 Jesus Fernandez-Villaverde, Pablo Guerron-Quintana & Juan Rubio-Ramirez: The New Macroeconometrics: A Bayesian Approach; Part III - Environment & Ecology; 15 Peter Challenor, Doug McNeall & James Gattiker: Assessing The Probability of Rare Climate Events; 16 James Clark, Dave Bell, Michael Dietze, Michelle Hersh, Ines Ibanez, Shannon LaDeau, Sean McMahon, Jessica Metcalf, Emily Moran, Luke Pangle & Mike Wolosin: Models for Demography of Plant Populations; 17 Alan Gelfand & Sujit K. Sahu: Combining Monitoring Data and Computer Model Output in Assessing Environmental Exposure; 18 Samantha Low Choy, Justine Murray, Allan James & Kerrie Mengersen: Indirect Elicitation From Ecological Experts: From Methods and Software to Habitat Modelling and Rock-Wallabies; 19 Claudia Tebaldi & Richard Smith: Characterizing the Uncertainty of Climate Change Projections Using Hierarchical Models; Part IV - Policy, Political & Social Sciences; 20 Carlos Carvalho & Jill Rickershauser: Volatility in Prediction Markets: A Measure of Information Flow in Political Campaigns; 21 Philip Dawid, Julia Mortera & Paola Vicard: Paternity Testing Allowing for Uncertain Mutation Rates; 22 Dani Gamerman, Tufi Soares & Flavio Goncalves: Bayesian Analysis in Item Response Theory Applied to a Large-scale Educational Assessment; 23 Karl Heiner, Marc Kennedy & Anthony O’Hagan: Sequential Multi-location Auditing and the New York Food Stamps Program; 24 Donald Rubin, Xiaoqin Wang, Li Yin & Elizabeth Zell: Bayesian Causal Inference: Approaches to Estimating the Effect of Treating Hospital Type on Cancer Survival in Sweden Using Principal Stratification; Part V - Natural & Engineering Sciences; 25 A. Taylan Cemgil, Simon Godsill, Paul Peeling & Nick Whiteley: Bayesian Statistical Methods for Audio and Music Processing; 26 Dave Higdon, Katrin Heitmann, Charles Nakhleh & Salman Habib: Combining Simulations and Physical Observations to Estimate Cosmological Parameters; 27 Percy Liang, Michael Jordan & Dan Klein: Probabilistic Grammars and Hierarchical Dirichlet Processes; 28 Herbert Lee, Matthew Taddy, Robert Gramacy & Genetha Gray: Designing and Analyzing a Circuit Device Experiment Using Treed Gaussian Processes; 29 Raquel Prado: Multi-state Models for Mental Fatigue; Index
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