TY  - BOOK
AU  - Souza de Cursi,Eduardo
ED  - SpringerLink (Online service)
TI  - Uncertainty Quantification with R: Bayesian Methods 
T2  - International Series in Operations Research & Management Science,
SN  - 9783031482083
AV  - T57.6-.97 
PY  - 2024///
CY  - Cham
PB  - Springer Nature Switzerland, Imprint: Springer
KW  - Operations research
KW  - Production management
KW  - Probabilities
KW  - Mathematical optimization
KW  - Statistics 
KW  - Operations Research and Decision Theory
KW  - Operations Management
KW  - Applied Probability
KW  - Discrete Optimization
KW  - Bayesian Inference
N1  - Introduction- 1 -- Basic Bayesian Probabilities-2 -- Beliefs-3 -- Information and Entropy-4 -- Maximum of Entropy-5 -- Bayesian Inference-6 -- Sequential Bayesian Estimation
N2  - This book is a rigorous but practical presentation of the Bayesian techniques of uncertainty quantification, with applications in R. This volume includes mathematical arguments at the level necessary to make the presentation rigorous and the assumptions clearly established, while maintaining a focus on practical applications of Bayesian uncertainty quantification methods. Practical aspects of applied probability are also discussed, making the content accessible to students. The introduction of R allows the reader to solve more complex problems involving a more significant number of variables. Users will be able to use examples laid out in the text to solve medium-sized problems. The list of topics covered in this volume includes basic Bayesian probabilities, entropy, Bayesian estimation and decision, sequential Bayesian estimation, and numerical methods. Blending theoretical rigor and practical applications, this volume will be of interest to professionals, researchers, graduate and undergraduate students interested in the use of Bayesian uncertainty quantification techniques within the framework of operations research and mathematical programming, for applications in management and planning
UR  - https://doi.org/10.1007/978-3-031-48208-3
ER  -