An application of prospect theory to a SHM-based decision problem

Decision making investigates choices that have uncertain consequences and that cannot be completely predicted. Rational behavior may be described by the so-called expected utility theory (EUT), whose aim is to help choosing among several solutions to maximize the expectation of the consequences. However, Kahneman and Tversky developed an alternative model, called prospect theory (PT), showing that the basic axioms of EUT are violated in several instances. In respect of EUT, PT takes into account irrational behaviors and heuristic biases. It suggests an alternative approach, in which probabilities are replaced by decision weights, which are strictly related to the decision maker’s preferences and may change for different individuals. In particular, people underestimate the utility of uncertain scenarios compared to outcomes obtained with certainty, and show inconsistent preferences when the same choice is presented in different forms. The goal of this paper is precisely to analyze a real case study involving a decision problem regarding the Streicker Bridge, a pedestrian bridge on Princeton University campus. By modelling the manager of the bridge with the EUT first, and with PT later, we want to verify the differences between the two approaches and to investigate how the two models are sensitive to unpacking probabilities, which represent a common cognitive bias in irrational behaviors.

[1]  D. Bernoulli Exposition of a New Theory on the Measurement of Risk , 1954 .

[2]  J. Quiggin A theory of anticipated utility , 1982 .

[3]  Daniele Inaudi,et al.  Development of method for in-service crack detection based on distributed fiber optic sensors , 2012 .

[4]  A. Tversky,et al.  Prospect theory: analysis of decision under risk , 1979 .

[5]  J. Schreiber Foundations Of Statistics , 2016 .

[6]  A. Tversky,et al.  Prospect theory: an analysis of decision under risk — Source link , 2007 .

[7]  Allen C. Estes Bridge maintenance, safety, management, and life-cycle optimization , 2011 .

[8]  L. Thévenaz,et al.  Simple distributed fiber sensor based on Brillouin gain spectrum analysis. , 1996, Optics letters.

[9]  H. Simon,et al.  "Models of Man"@@@Models of Man: Social and Rational. Mathematical Essays on Rational Human Behavior in a Social Setting. , 1959 .

[10]  A. Tversky,et al.  Support theory: A nonextensional representation of subjective probability. , 1994 .

[11]  Peter C. Fishburn,et al.  Utility theory for decision making , 1970 .

[12]  Chun-Gon Kim,et al.  Mechanical Strength Characteristics of Fiber Bragg Gratings Considering Fabrication Process and Reflectivity , 2007 .

[13]  D. Ellsberg Decision, probability, and utility: Risk, ambiguity, and the Savage axioms , 1961 .

[14]  Branko Glisic,et al.  Value of information: impact of monitoring on decision‐making , 2014 .

[15]  D. Bernoulli Specimen theoriae novae de mensura sortis : translated into German and English , 1967 .

[16]  Branko Glisic,et al.  Streicker Bridge: a comparison between Bragg-grating long-gauge strain and temperature sensors and Brillouin scattering-based distributed strain and temperature sensors , 2011, Smart Structures and Materials + Nondestructive Evaluation and Health Monitoring.

[17]  R. L. Keeney,et al.  Decisions with Multiple Objectives: Preferences and Value Trade-Offs , 1977, IEEE Transactions on Systems, Man, and Cybernetics.

[18]  R. Sugden,et al.  Regret Theory: An alternative theory of rational choice under uncertainty Review of Economic Studies , 1982 .

[19]  A. F. M. Smith,et al.  Expected Utility Hypotheses and the Allais Paradox. , 1982 .

[20]  Ralph L. Keeney,et al.  Decisions with multiple objectives: preferences and value tradeoffs , 1976 .

[21]  Lurdes Y. T. Inoue,et al.  Decision Theory: Principles and Approaches , 2009 .

[22]  M. Allais Le comportement de l'homme rationnel devant le risque : critique des postulats et axiomes de l'ecole americaine , 1953 .

[23]  A. Tversky,et al.  Advances in prospect theory: Cumulative representation of uncertainty , 1992 .

[24]  Sigrid Adriaenssens,et al.  Streicker Bridge: Initial evaluation of life-cycle cost benefits of various structural health monitoring approaches , 2010 .

[25]  G. Shafer,et al.  Expected Utility Hypotheses and the Allais Paradox. , 1982 .