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Handbook of Uncertainty Quantification
Editor
Listed:
- Roger Ghanem(University of Southern California, Department of Civil and Environmental Engineering)David Higdon(Virginia Tech University, Social and Decision Analytics Laboratory, Virginia Bioinformatics Institute)Houman Owhadi(California Institute of Technology, Computing and Mathematical Sciences)
Abstract
No abstract is available for this item.Individual chapters are listed in the "Chapters" tab
Suggested Citation
- Roger Ghanem & David Higdon & Houman Owhadi (ed.), 2017. "Handbook of Uncertainty Quantification," Springer Books, Springer, number 978-3-319-12385-1, January.
Handle: RePEc:spr:sprbok:978-3-319-12385-1
DOI: 10.1007/978-3-319-12385-1
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Book Chapters
The following chapters of this book are listed in IDEAS- Roger Ghanem & David Higdon & Houman Owhadi, 2017. "Introduction to Uncertainty Quantification," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 1, pages 3-6, Springer.
- Robert D. Moser & Todd A. Oliver, 2017. "Validation of Physical Models in the Presence of Uncertainty," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 5, pages 129-156, Springer.
- Houman Owhadi & Clint Scovel, 2017. "Toward Machine Wald," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 6, pages 157-191, Springer.
- Christopher K. Wikle, 2017. "Hierarchical Models for Uncertainty Quantification: An Overview," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 7, pages 193-218, Springer.
- Christian Soize, 2017. "Random Matrix Models and Nonparametric Method for Uncertainty Quantification," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 8, pages 219-287, Springer.
- Yan Chen & David M. Steinberg & Peter Qian, 2017. "Maximin Sliced Latin Hypercube Designs with Application to Cross Validating Prediction Error," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 9, pages 289-309, Springer.
- Masoumeh Dashti & Andrew M. Stuart, 2017. "The Bayesian Approach to Inverse Problems," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 10, pages 311-428, Springer.
- Sankaran Mahadevan & Shankar Sankararaman & Chenzhao Li, 2017. "Multilevel Uncertainty Integration," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 11, pages 429-475, Springer.
- Guillaume Bal, 2017. "Propagation of Stochasticity in Heterogeneous Media and Applications to Uncertainty Quantification," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 13, pages 497-519, Springer.
- Roger Ghanem & John Red-Horse, 2017. "Polynomial Chaos: Modeling, Estimation, and Approximation," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 14, pages 521-551, Springer.
- Michael Goldstein & Nathan Huntley, 2017. "Bayes Linear Emulation, History Matching, and Forecasting for Complex Computer Simulators," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 2, pages 9-32, Springer.
- Ilias Bilionis & Nicholas Zabaras, 2017. "Bayesian Uncertainty Propagation Using Gaussian Processes," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 15, pages 555-599, Springer.
- Olivier P. Le Maı̂tre & Omar M. Knio, 2017. "Multiresolution Analysis for Uncertainty Quantification," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 18, pages 637-672, Springer.
- Bert Debusschere, 2017. "Intrusive Polynomial Chaos Methods for Forward Uncertainty Propagation," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 17, pages 617-636, Springer.
- Howard Elman, 2017. "Solution Algorithms for Stochastic Galerkin Discretizations of Differential Equations with Random Data," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 16, pages 601-616, Springer.
- Anthony Nouy, 2017. "Low-Rank Tensor Methods for Model Order Reduction," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 25, pages 857-882, Springer.
- Khachik Sargsyan, 2017. "Surrogate Models for Uncertainty Propagation and Sensitivity Analysis," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 19, pages 673-698, Springer.
- Youssef Marzouk & Tarek Moselhy & Matthew Parno & Alessio Spantini, 2017. "Sampling via Measure Transport: An Introduction," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 23, pages 785-825, Springer.
- James L. Beck & Konstantin M. Zuev, 2017. "Rare-Event Simulation," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 30, pages 1075-1100, Springer.
- Michael S. Eldred & Leo W. T. Ng & Matthew F. Barone & Stefan P. Domino, 2017. "Multifidelity Uncertainty Quantification Using Spectral Stochastic Discrepancy Models," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 28, pages 991-1036, Springer.
- Dongbin Xiu, 2017. "Stochastic Collocation Methods: A Survey," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 20, pages 699-716, Springer.
- Daniel M. Tartakovsky & Pierre A. Gremaud, 2017. "Method of Distributions for Uncertainty Quantification," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 22, pages 763-783, Springer.
- Daniele Venturi & Heyrim Cho & George Em Karniadakis, 2017. "Mori-Zwanzig Approach to Uncertainty Quantification," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 29, pages 1037-1073, Springer.
- Max Gunzburger & Clayton G. Webster & Guannan Zhang, 2017. "Sparse Collocation Methods for Stochastic Interpolation and Quadrature," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 21, pages 717-762, Springer.
- Christian Soize, 2017. "Random Vectors and Random Fields in High Dimension: Parametric Model-Based Representation, Identification from Data, and Inverse Problems," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 26, pages 883-935, Springer.
- Bertrand Iooss & Andrea Saltelli, 2017. "Introduction to Sensitivity Analysis," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 31, pages 1103-1122, Springer.
- Maelle Nodet & Arthur Vidard, 2017. "Variational Methods," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 32, pages 1123-1142, Springer.
- David C. Woods & Susan M. Lewis, 2017. "Design of Experiments for Screening," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 33, pages 1143-1185, Springer.
- Clémentine Prieur & Stefano Tarantola, 2017. "Variance-Based Sensitivity Analysis: Theory and Estimation Algorithms," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 35, pages 1217-1239, Springer.
- Sergey Kucherenko & Bertrand Iooss, 2017. "Derivative-Based Global Sensitivity Measures," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 36, pages 1241-1263, Springer.
- Emanuele Borgonovo & Bertrand Iooss, 2017. "Moment-Independent and Reliability-Based Importance Measures," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 37, pages 1265-1287, Springer.
- Loïc Le Gratiet & Stefano Marelli & Bruno Sudret, 2017. "Metamodel-Based Sensitivity Analysis: Polynomial Chaos Expansions and Gaussian Processes," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 38, pages 1289-1325, Springer.
- Amandine Marrel & Nathalie Saint-Geours & Matthias De Lozzo, 2017. "Sensitivity Analysis of Spatial and/or Temporal Phenomena," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 39, pages 1327-1357, Springer.
- William Becker & Paolo Paruolo & Michaela Saisana & Andrea Saltelli, 2017. "Weights and Importance in Composite Indicators: Mind the Gap," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 34, pages 1187-1216, Springer.
- D. Warner North, 2017. "Decision Analytic and Bayesian Uncertainty Quantification for Decision Support," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 40, pages 1361-1399, Springer.
- Jing Zhang & Jun Zhuang, 2017. "Validation, Verification, and Uncertainty Quantification for Models with Intelligent Adversaries," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 41, pages 1401-1419, Springer.
- Ron Bates, 2017. "Robust Design and Uncertainty Quantification for Managing Risks in Engineering," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 42, pages 1421-1436, Springer.
- Jon C. Helton & Clifford W. Hansen & Cédric J. Salaberry, 2017. "Conceptual Structure of Performance Assessments for Geologic Disposal of Radioactive Waste," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 44, pages 1503-1539, Springer.
- Dan M. Frangopol & Benjin Zhu & Mohamed Soliman, 2017. "Redundancy of Structures and Fatigue of Bridges and Ships Under Uncertainty," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 45, pages 1541-1565, Springer.
- Matthew Collette, 2017. "Uncertainty Approaches in Ship Structural Performance," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 46, pages 1567-1588, Springer.
- Vincent A. Mousseau & Brian J. Williams, 2017. "Uncertainty Quantification in a Regulatory Environment," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 48, pages 1613-1648, Springer.
- W. J. Rider & W. R. Witkowski & Vincent A. Mousseau, 2017. "Uncertainty Quantification’s Role in Modeling and Simulation Planning, and Credibility Assessment Through the Predictive Capability Maturity Model," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 47, pages 1589-1612, Springer.
- Laura P. Swiler & Michael S. Eldred & Brian M. Adams, 2017. "Dakota: Bridging Advanced Scalable Uncertainty Quantification Algorithms with Production Deployment," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 49, pages 1651-1693, Springer.
- Charles Tong, 2017. "Problem Solving Environment for Uncertainty Analysis and Design Exploration," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 50, pages 1695-1731, Springer.
- John M. McFarland & David S. Riha, 2017. "Probabilistic Analysis Using NESSUS (Numerical Evaluation of Stochastic Structures Under Stress)," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 51, pages 1733-1764, Springer.
- Eric T. Phipps & Andrew G. Salinger, 2017. "Embedded Uncertainty Quantification Methods via Stokhos," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 52, pages 1765-1806, Springer.
- Bert Debusschere & Khachik Sargsyan & Cosmin Safta & Kenny Chowdhary, 2017. "Uncertainty Quantification Toolkit (UQTk)," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 53, pages 1807-1827, Springer.
- Damon McDougall & Nicholas Malaya & Robert D. Moser, 2017. "The Parallel C++ Statistical Library for Bayesian Inference: QUESO," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 54, pages 1829-1865, Springer.
- James Gattiker & Kary Myers & Brian J. Williams & Dave Higdon & Marcos Carzolio & Andrew Hoegh, 2017. "Gaussian Process-Based Sensitivity Analysis and Bayesian Model Calibration with GPMSA," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 55, pages 1867-1907, Springer.
- Edoardo Patelli, 2017. "COSSAN: A Multidisciplinary Software Suite for Uncertainty Quantification and Risk Management," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 56, pages 1909-1977, Springer.
- Stefano Tarantola & William Becker, 2017. "SIMLAB Software for Uncertainty and Sensitivity Analysis," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 57, pages 1979-1999, Springer.
- Michaël Baudin & Anne Dutfoy & Bertrand Iooss & Anne-Laure Popelin, 2017. "OpenTURNS: An Industrial Software for Uncertainty Quantification in Simulation," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 58, pages 2001-2038, Springer.
- Zhen Jiang & Paul D. Arendt & Daniel W. Apley & Wei Chen, 2017. "Multi-response Approach to Improving Identifiability in Model Calibration," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 4, pages 69-127, Springer.
- Jerrad Hampton & Alireza Doostan, 2017. "Compressive Sampling Methods for Sparse Polynomial Chaos Expansions," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 24, pages 827-855, Springer.
- Habib N. Najm & Kenny Chowdhary, 2017. "Inference Given Summary Statistics," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 3, pages 33-67, Springer.
- Yijie Dylan Wang & C. F. Jeff Wu, 2017. "Bayesian Cubic Spline in Computer Experiments," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 12, pages 477-495, Springer.
- Peng Chen & Christoph Schwab, 2017. "Model Order Reduction Methods in Computational Uncertainty Quantification," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 27, pages 937-990, Springer.
- Louis Anthony Cox Jr., 2017. "Quantifying and Reducing Uncertainty About Causality in Improving Public Health and Safety," Springer Books, in: Roger Ghanem & David Higdon & Houman Owhadi (ed.), Handbook of Uncertainty Quantification, chapter 43, pages 1437-1499, Springer.
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