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Basics and Trends in Sensitivity Analysis: Theory and Practice in R, Bertrand Iooss, Clementine Prieur, Fabrice Gamboa, Sebastien Da Veiga


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Автор: Bertrand Iooss, Clementine Prieur, Fabrice Gamboa, Sebastien Da Veiga
Название:  Basics and Trends in Sensitivity Analysis: Theory and Practice in R
ISBN: 9781611976687
Издательство: Mare Nostrum (Eurospan)
Классификация:



ISBN-10: 1611976685
Обложка/Формат: Paperback
Страницы: 293
Вес: 0.65 кг.
Дата издания: 30.11.2021
Серия: Computational science and engineering
Язык: English
Размер: 179 x 260 x 25
Ключевые слова: Mathematical modelling,Maths for engineers,Probability & statistics,Stochastics
Подзаголовок: Theory and practice in r
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Поставляется из: Англии
Описание: This book provides an overview of global sensitivity analysis methods and algorithms, including their theoretical basis and mathematical properties. The authors use a practical point of view and real case studies as well as numerous examples, and applications of the different approaches are illustrated throughout using R code to explain their usage and usefulness in practice. Basics and Trends in Sensitivity Analysis: Theory and Practice in R covers a lot of material, including theoretical aspects of Sobol’ indices as well as sampling-based formulas, spectral methods, and metamodel-based approaches for estimation purposes; screening techniques devoted to identifying influential and noninfluential inputs; variance-based measures when model inputs are statistically dependent (and several other approaches that go beyond variance-based sensitivity measures); and a case study in R related to a COVID-19 epidemic model where the full workflow of sensitivity analysis combining several techniques is presented.This book is intended for engineers, researchers, and undergraduate students who use complex numerical models and have an interest in sensitivity analysis techniques and is appropriate for anyone with a solid mathematical background in basic statistical and probability theories who develops and uses numerical models in all scientific and engineering domains.
Дополнительное описание: Mathematical modelling|Stochastics|Probability and statistics|Maths for engineers



Sensitivity Analysis In Earth Observation Modelling

Автор: Petropoulos, George
Название: Sensitivity Analysis In Earth Observation Modelling
ISBN: 0128030119 ISBN-13(EAN): 9780128030110
Издательство: Elsevier Science
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Цена: 14654.00 р.
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Описание:

Sensitivity Analysis in Earth Observation Modeling highlights the state-of-the-art in ongoing research investigations and new applications of sensitivity analysis in earth observation modeling. In this framework, original works concerned with the development or exploitation of diverse methods applied to different types of earth observation data or earth observation-based modeling approaches are included. An overview of sensitivity analysis methods and principles is provided first, followed by examples of applications and case studies of different sensitivity/uncertainty analysis implementation methods, covering the full spectrum of sensitivity analysis techniques, including operational products. Finally, the book outlines challenges and future prospects for implementation in earth observation modeling.

Information provided in this book is of practical value to readers looking to understand the principles of sensitivity analysis in earth observation modeling, the level of scientific maturity in the field, and where the main limitations or challenges are in terms of improving our ability to implement such approaches in a wide range of applications. Readers will also be informed on the implementation of sensitivity/uncertainty analysis on operational products available at present, on global and continental scales. All of this information is vital in the selection process of the most appropriate sensitivity analysis method to implement.

New Trends in Applied Harmonic Analysis, Volume 2: Harmonic Analysis, Geometric Measure Theory, and Applications

Автор: Aldroubi Akram, Cabrelli Carlos, Jaffard Stйphane
Название: New Trends in Applied Harmonic Analysis, Volume 2: Harmonic Analysis, Geometric Measure Theory, and Applications
ISBN: 3030323552 ISBN-13(EAN): 9783030323554
Издательство: Springer
Цена: 18167.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: This contributed volume collects papers based on courses and talks given at the 2017 CIMPA school Harmonic Analysis, Geometric Measure Theory and Applications, which took place at the University of Buenos Aires in August 2017.

Perturbations, Approximations and Sensitivity Analysis of Optimal Control Systems

Автор: A. L. Dontchev
Название: Perturbations, Approximations and Sensitivity Analysis of Optimal Control Systems
ISBN: 3540124632 ISBN-13(EAN): 9783540124634
Издательство: Springer
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Цена: 12157.00 р.
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Estimands, Estimators and Sensitivity Analysis in Clinical Trials

Автор: Mallinckrodt Craig, Molenberghs Geert, Lipkovich Ilya
Название: Estimands, Estimators and Sensitivity Analysis in Clinical Trials
ISBN: 1032242620 ISBN-13(EAN): 9781032242620
Издательство: Taylor&Francis
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Цена: 6889.00 р.
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Описание: This book will use the new guidance as a framework for developing and implementing comprehensive analysis plans for clinical trials that support the development and approval of medical interventions.

Sensitivity Analysis in Linear Systems

Автор: Assem Deif
Название: Sensitivity Analysis in Linear Systems
ISBN: 3642827411 ISBN-13(EAN): 9783642827419
Издательство: Springer
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Цена: 15372.00 р.
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Описание: A text surveying perturbation techniques and sensitivity analysis of linear systems is an ambitious undertaking, considering the lack of basic comprehensive texts on the subject.

Numerical Methods in Sensitivity Analysis and Shape Optimization

Автор: Emmanuel Laporte; Patrick Le Tallec
Название: Numerical Methods in Sensitivity Analysis and Shape Optimization
ISBN: 1461265983 ISBN-13(EAN): 9781461265986
Издательство: Springer
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Цена: 9141.00 р.
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Описание: Numerical Methods in Sensitivity Analysis and Shape Optimization will be of interest to graduate students involved in mathematical modeling and simulation, as well as engineers and researchers in applied mathematics looking for an up-to-date introduction to optimization techniques, sensitivity analysis, and optimal design.

Sensitivity Analysis in Multi-objective Decision Making

Автор: David Rios Insua
Название: Sensitivity Analysis in Multi-objective Decision Making
ISBN: 3540526927 ISBN-13(EAN): 9783540526926
Издательство: Springer
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Цена: 12157.00 р.
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Описание: This text introduces a general framework for sensitivity analysis in multi-objective decision making. A theory of decision making, new sensitivity tools based on gauge functions and Bayesian hypothesis testing, and a description of their implementation are included.

Noise Sensitivity of Boolean Functions and Percolation

Автор: Garban
Название: Noise Sensitivity of Boolean Functions and Percolation
ISBN: 1107432553 ISBN-13(EAN): 9781107432550
Издательство: Cambridge Academ
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Цена: 6019.00 р.
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Описание: This account of the new and exciting area of noise sensitivity of Boolean functions - in particular applied to critical percolation - is designed for graduate students and researchers in probability theory, discrete mathematics, and theoretical computer science. It assumes a basic background in probability theory and integration theory. Each chapter ends with exercises.

Estimands, estimators and sensitivity analysis in clinical trials

Автор: Mallinckrodt, Craig Molenberghs, Geert Lipkovich, Ilya (quintiles, Durham, North Carolina, Usa) Ratitch, Bohdana (eli Lilly Cananda, Ontario, Canada)
Название: Estimands, estimators and sensitivity analysis in clinical trials
ISBN: 1138592501 ISBN-13(EAN): 9781138592506
Издательство: Taylor&Francis
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Цена: 17609.00 р.
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Описание: This book will use the new guidance as a framework for developing and implementing comprehensive analysis plans for clinical trials that support the development and approval of medical interventions.

Shape Design Sensitivity Analysis and Optimization Using the Boundary Element Method

Автор: Zhiye Zhao
Название: Shape Design Sensitivity Analysis and Optimization Using the Boundary Element Method
ISBN: 3540535187 ISBN-13(EAN): 9783540535188
Издательство: Springer
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Цена: 16979.00 р.
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Описание: This book investigates the various aspects of shape optimization of two- dimensional continuum structures, including shape design sensitivity analysis, structural analysis using the boundary element method (BEM), and shape optimization implementation.

Trends in Nonlinear Analysis

Автор: Markus Kirkilionis; Susanne Kr?mker; Rolf Rannache
Название: Trends in Nonlinear Analysis
ISBN: 3642079164 ISBN-13(EAN): 9783642079160
Издательство: Springer
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Цена: 13974.00 р.
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Описание: Applied mathematics is a central connecting link between scientific observations and their theoretical interpretation. What are the new challenges applied mathematics has to face with the increased diversity of scientific problems?

Introduction to R for Terrestrial Ecology: Basics of Numerical Analysis, Mapping, Statistical Tests and Advanced Application of R

Автор: Lakicevic Milena, Povak Nicholas, Reynolds Keith M.
Название: Introduction to R for Terrestrial Ecology: Basics of Numerical Analysis, Mapping, Statistical Tests and Advanced Application of R
ISBN: 3030276058 ISBN-13(EAN): 9783030276058
Издательство: Springer
Цена: 8384.00 р.
Наличие на складе: Есть у поставщика Поставка под заказ.

Описание: 1. Types of Data in R.- 2. Numerical Analysis.- 3. Creating Maps.- 4. Basic Statistical Tests.- 5. Predictive Modeling with Machine Learning Applications.- Appendix.


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