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"Keyes, George S., editor"
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Large-scale inverse problems and quantification of uncertainty
by
Willcox, Karen
,
Heinkenschloss, Matthias
,
Biegler, Lorenz
in
Bayesian statistical decision theory
,
Inverse problems (Differential equations)
,
Mathematical optimization
2010,2011
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.