{"product_id":"large-scale-inverse-problems-and-quantification-of-uncertainty","title":"Large-Scale Inverse Problems and Quantification of Uncertainty","description":"This book focuses on computational methods for large-scale statistical inverse problems and provides an introduction to statistical Bayesian and frequentist methodologies. Recent research advances for approximation methods are discussed, along with Kalman filtering methods and optimization-based approaches to solving inverse problems. The aim is to cross-fertilize the perspectives of researchers in the areas of data assimilation, statistics, large-scale optimization, applied and computational mathematics, high performance computing, and cutting-edge applications. \u003cp\u003eThe solution to large-scale inverse problems critically depends on methods to reduce computational cost. Recent research approaches tackle this challenge in a variety of different ways. Many of the computational frameworks highlighted in this book build upon state-of-the-art methods for simulation of the forward problem, such as, fast Partial Differential Equation (PDE) solvers, reduced-order models and emulators of the forward problem, stochastic spectral approximations, and ensemble-based approximations, as well as exploiting the machinery for large-scale deterministic optimization through adjoint and other sensitivity analysis methods.\u003c\/p\u003e \u003cp\u003e\u003cb\u003eKey Features:\u003c\/b\u003e\u003c\/p\u003e \u003cul\u003e\n\u003cli\u003eBrings together the perspectives of researchers in areas of inverse problems and data assimilation.\u003c\/li\u003e\n\u003cli\u003eAssesses the current state-of-the-art and identify needs and opportunities for future research.\u003c\/li\u003e\n\u003cli\u003eFocuses on the computational methods used to analyze and simulate inverse problems.\u003c\/li\u003e\n\u003cli\u003eWritten by leading experts of inverse problems and uncertainty quantification.\u003c\/li\u003e\n\u003c\/ul\u003e \u003cp\u003eGraduate students and researchers working in statistics, mathematics and engineering will benefit from this book.\u003c\/p\u003e","brand":"John Wiley \u0026 Sons Inc","offers":[{"title":"Default Title","offer_id":54231760863576,"sku":"9780470697436","price":127.99,"currency_code":"EUR","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0278\/1295\/4195\/files\/9780470697436.jpg?v=1778543139","url":"https:\/\/agendabookshop.com\/products\/large-scale-inverse-problems-and-quantification-of-uncertainty","provider":"Agenda Bookshop","version":"1.0","type":"link"}