Jef Caers, Stanford University, USA.Céline Scheidt, Stanford University, USA.Lewis Li, Chevron, USA.

• List of Contributors viiPreface ixAcknowledgments xi1 Real-World Decision-Making Cases 1Jef 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 Li2 Decision-Making Under Uncertainty Using Artificial Intelligence 35Jef Caers, Mansur Arief, Céline Scheidt, and Lewis Li3 Data Science and Machine Learning for Uncertainty Quantification 83Jef Caers, Céline Scheidt, and Lewis Li4 Sensitivity Analysis 147Jef Caers, Céline Scheidt, and Lewis Li5 How to Think About Uncertainty: A Popper–Bayes Philosophy 173Jef Caers, Céline Scheidt, and Lewis Li6 Geological Priors and Inversion 199Jef Caers, Céline Scheidt, and Lewis Li7 A Popper–Bayes Protocol for Uncertainty Quantification in the Context of Decision-Making 265Jef Caers, Céline Scheidt, and Lewis Li8 Decision-Making in Developing Earth Resources 287Jef 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 Li9 Software Engineering and Implementation 345Duncan EddyIndex 359

Jef Caers, Stanford University, USA.Céline Scheidt, Stanford University, USA.Lewis Li, Chevron, USA.

• List of Contributors viiPreface ixAcknowledgments xi1 Real-World Decision-Making Cases 1Jef 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 Li2 Decision-Making Under Uncertainty Using Artificial Intelligence 35Jef Caers, Mansur Arief, Céline Scheidt, and Lewis Li3 Data Science and Machine Learning for Uncertainty Quantification 83Jef Caers, Céline Scheidt, and Lewis Li4 Sensitivity Analysis 147Jef Caers, Céline Scheidt, and Lewis Li5 How to Think About Uncertainty: A Popper–Bayes Philosophy 173Jef Caers, Céline Scheidt, and Lewis Li6 Geological Priors and Inversion 199Jef Caers, Céline Scheidt, and Lewis Li7 A Popper–Bayes Protocol for Uncertainty Quantification in the Context of Decision-Making 265Jef Caers, Céline Scheidt, and Lewis Li8 Decision-Making in Developing Earth Resources 287Jef 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 Li9 Software Engineering and Implementation 345Duncan EddyIndex 359

Jef Caers, Stanford University, USA.Céline Scheidt, Stanford University, USA.Lewis Li, Chevron, USA.

• List of Contributors viiPreface ixAcknowledgments xi1 Real-World Decision-Making Cases 1Jef 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 Li2 Decision-Making Under Uncertainty Using Artificial Intelligence 35Jef Caers, Mansur Arief, Céline Scheidt, and Lewis Li3 Data Science and Machine Learning for Uncertainty Quantification 83Jef Caers, Céline Scheidt, and Lewis Li4 Sensitivity Analysis 147Jef Caers, Céline Scheidt, and Lewis Li5 How to Think About Uncertainty: A Popper–Bayes Philosophy 173Jef Caers, Céline Scheidt, and Lewis Li6 Geological Priors and Inversion 199Jef Caers, Céline Scheidt, and Lewis Li7 A Popper–Bayes Protocol for Uncertainty Quantification in the Context of Decision-Making 265Jef Caers, Céline Scheidt, and Lewis Li8 Decision-Making in Developing Earth Resources 287Jef 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 Li9 Software Engineering and Implementation 345Duncan EddyIndex 359