List of Contributors vii Preface ix Acknowledgments xi 1 Real-World Decision-Making Cases 1 Jef Caers, John Mern, Jihoon Park, Troels Vilhelmsen, Torsten Clemens, Markus Zechner, Anthony Corso, Maria-Magdalena Chiotoroiu, Luka Tas, Thomas Hermans, Luk Peeters, Cameron Huddlestone-Holmes, Kate Holland, Rebecca Doble, Céline Scheidt, and Lewis Li 2 Decision-Making Under Uncertainty Using Artificial Intelligence 35 Jef Caers, Mansur Arief, Céline Scheidt, and Lewis Li 3 Data Science and Machine Learning for Uncertainty Quantification 83 Jef Caers, Céline Scheidt, and Lewis Li 4 Sensitivity Analysis 147 Jef Caers, Céline Scheidt, and Lewis Li 5 How to Think About Uncertainty: A Popper-Bayes Philosophy 173 Jef Caers, Céline Scheidt, and Lewis Li 6 Geological Priors and Inversion 199 Jef Caers, Céline Scheidt, and Lewis Li 7 A Popper-Bayes Protocol for Uncertainty Quantification in the Context of Decision-Making 265 Jef Caers, Céline Scheidt, and Lewis Li 8 Decision-Making in Developing Earth Resources 287 Jef Caers, John Mern, Jihoon Park, Troels Vilhelmsen, Torsten Clemens, Markus Zechner, Anthony Corso, Maria-Magdalena Chiotoroiu, Luka Tas, Thomas Hermans, Luk Peeters, Cameron Huddlestone-Holmes, Kate Holland, Rebecca Doble, Céline Scheidt, and Lewis Li 9 Software Engineering and Implementation 345 Duncan Eddy Index 359.
Decision-Making for Earth Resource Development : Quantifying Uncertainty