Basics and Trends in Sensitivity Analysis: Theory and Practice in R - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Basics and Trends in Sensitivity Analysis: Theory and Practice in R write by Sébastien Da Veiga. This book was released on 2021-10-14. Basics and Trends in Sensitivity Analysis: Theory and Practice in R available in PDF, EPUB and Kindle. 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.
Decision and Prediction Analysis Powered With Operations Research
Decision and Prediction Analysis Powered With Operations Research - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Decision and Prediction Analysis Powered With Operations Research write by Bubevski, Vojo. This book was released on 2024-07-16. Decision and Prediction Analysis Powered With Operations Research available in PDF, EPUB and Kindle. Organizations today face complex decisions and uncertainties that can have a profound impact on their financial stability and strategic direction. Traditional decision-making methods often fall short when it comes to addressing multifaceted issues like financing, product manufacturing, and facility location. These challenges demand a robust framework that quantifies factors, assesses risks, and provides optimal solutions. Without advanced tools and techniques, businesses are at risk of making uninformed decisions that could lead to significant financial losses and missed opportunities. The urgency to equip yourself with these tools is clear. Decision and Prediction Analysis Powered With Operations Research offers a comprehensive solution to these challenges. This book integrates operations research techniques to reframe and solve complex business problems. It provides a detailed exploration of decision analysis tools, such as influence diagrams and decision trees, which help visualize and assess various decision scenarios. By applying these tools, organizations can better understand uncertainties, evaluate risks, and make decisions that maximize expected utility and achieve strategic objectives.
Studies in Theoretical and Applied Statistics
Studies in Theoretical and Applied Statistics - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Studies in Theoretical and Applied Statistics write by Nicola Salvati. This book was released on 2023-02-14. Studies in Theoretical and Applied Statistics available in PDF, EPUB and Kindle. This book includes a wide selection of papers presented at the 50th Scientific Meeting of the Italian Statistical Society (SIS2021), held virtually on 21-25 June 2021. It covers a wide variety of subjects ranging from methodological and theoretical contributions to applied works and case studies, giving an excellent overview of the interests of the Italian statisticians and their international collaborations. Intended for researchers interested in theoretical and empirical issues, this volume provides interesting starting points for further research.
Interpretability for Industry 4.0 : Statistical and Machine Learning Approaches
Interpretability for Industry 4.0 : Statistical and Machine Learning Approaches - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Interpretability for Industry 4.0 : Statistical and Machine Learning Approaches write by Antonio Lepore. This book was released on 2022-10-19. Interpretability for Industry 4.0 : Statistical and Machine Learning Approaches available in PDF, EPUB and Kindle. This volume provides readers with a compact, stimulating and multifaceted introduction to interpretability, a key issue for developing insightful statistical and machine learning approaches as well as for communicating modelling results in business and industry. Different views in the context of Industry 4.0 are offered in connection with the concepts of explainability of machine learning tools, generalizability of model outputs and sensitivity analysis. Moreover, the book explores the integration of Artificial Intelligence and robust analysis of variance for big data mining and monitoring in Additive Manufacturing, and sheds new light on interpretability via random forests and flexible generalized additive models together with related software resources and real-world examples.
Uncertainty Analyses in Environmental Sciences and Hydrogeology
Uncertainty Analyses in Environmental Sciences and Hydrogeology - read free eBook in online reader or directly download on the web page. Select files or add your book in reader. Download and read online ebook Uncertainty Analyses in Environmental Sciences and Hydrogeology write by Rachid Ababou. This book was released on 2024-01-21. Uncertainty Analyses in Environmental Sciences and Hydrogeology available in PDF, EPUB and Kindle. This book highlights several methods and quantitative implementations of both probabilistic and fuzzy-based approaches to uncertainty quantification and uncertainty propagation through environmental subsurface pollution models with uncertain input parameters. The book focuses on methods as well as applications in hydrogeology, soil hydrology, groundwater contamination, and related areas (e.g., corrosion of nuclear waste canisters). The methods are illustrated for a broad spectrum of models, from non-differential I/O models to complex PDE solvers, including a novel 3D quasi-analytical model of contaminant transport, and a site-specific computer model of dissolved contaminant migration from a DNAPL (Dense Non Aqueous Phase Liquid) pollution source.
