Robust satisficing and the probability of survival

Concepts of robustness are sometimes employed when decisions under uncertainty are made without probabilistic information. We present a theorem that establishes necessary and sufficient conditions for non-probabilistic robustness to be equivalent to the probability of satisfying the specified outcome requirements. When this holds, probability is enhanced (or maximised) by enhancing (or maximising) robustness. Two further theorems establish important special cases. These theorems have implications for success or survival under uncertainty. Applications to foraging and finance are discussed.

[1]  David I. Laibson,et al.  Costly Information Acquisition: Experimental Analysis of a Boundedly Rational Model , 2006 .

[2]  Bruce E. Kaufman Emotional arousal as a source of bounded rationality , 1999 .

[3]  James O. Berger,et al.  STATISTICAL DECISION THEORY: FOUNDATIONS, CONCEPTS, AND METHODS , 1984 .

[4]  S. G. Pierce,et al.  Info-Gap Decision Theory—Decisions under Severe Uncertainty, 2nd ed., Yakov Ben-Haim , 2008 .

[5]  K. French,et al.  Investor Diversification and International Equity Markets , 1991 .

[6]  Peter Walley,et al.  Measures of Uncertainty in Expert Systems , 1996, Artif. Intell..

[7]  Fred C. Schweppe,et al.  Uncertain dynamic systems , 1973 .

[8]  M. Burgman Risks and Decisions for Conservation and Environmental Management: Experts, stakeholders and elicitation , 2005 .

[9]  Yakov Ben-Haim,et al.  Info-Gap Economics: An Operational Introduction , 2010 .

[10]  Arkadi Nemirovski,et al.  Robust solutions of uncertain linear programs , 1999, Oper. Res. Lett..

[11]  I. Gilboa,et al.  Maxmin Expected Utility with Non-Unique Prior , 1989 .

[12]  Yakov Ben-Haim Info-Gap Economics , 2010 .

[13]  P. Dirac Principles of Quantum Mechanics , 1982 .

[14]  Daniel F. Waggoner,et al.  Equity home bias: Can information cost explain the puzzle? , 2001 .

[15]  Y. Ben-Haim,et al.  Info‐Gap Robust‐Satisficing Model of Foraging Behavior: Do Foragers Optimize or Satisfice? , 2005, The American Naturalist.

[16]  R. Selten,et al.  Bounded rationality: The adaptive toolbox , 2000 .

[17]  Katsuhito Iwai A CONTRIBUTION TO THE EVOLUTIONARY THEORY OF INNOVATION, IMITATION AND GROWTH * , 2000 .

[18]  H. Simon,et al.  A Behavioral Model of Rational Choice , 1955 .

[19]  David Ward The role of satisficing in foraging theory , 1992 .

[20]  K. French,et al.  Japanese and U.S. Cross-Border Common Stock Investments , 1990 .

[21]  Yakov Ben-Haim,et al.  Heterogeneous uncertainties in cholesterol management , 2009, Int. J. Approx. Reason..

[22]  Yves De Smet,et al.  About the applicability of MCDA to some robustness problems , 2006, Eur. J. Oper. Res..

[23]  Yakov Ben-Haim,et al.  Info-gap Decision Theory For Engineering Design. Or: Why 'Good' is Preferable to 'Best' , 2005 .

[24]  Peter J. Huber,et al.  Robust Statistics , 2005, Wiley Series in Probability and Statistics.

[25]  R. Mehra,et al.  THE EQUITY PREMIUM A Puzzle , 1985 .

[26]  H. Simon,et al.  Rational choice and the structure of the environment. , 1956, Psychological review.

[27]  Abbas A. Kurawarwala,et al.  A robustness approach to uncapacitated network design problems , 1996 .

[28]  S. Fischer,et al.  Lectures on Macroeconomics , 1972 .

[29]  A. Rustichini,et al.  Ambiguity Aversion, Robustness, and the Variational Representation of Preferences , 2006 .

[30]  N. Kocherlakota,et al.  The Equity Premium: It’s Still a Puzzle , 1999 .

[31]  Yakov Ben-Haim,et al.  When is Non-Probabilistic Robustness a Good Probabilistic Bet? , 2011 .

[32]  R. Thaler Psychology and Savings Policies , 1994 .

[33]  W. Crain,et al.  The convergence of satisficing to marginalism : An empirical test , 1984 .

[34]  Y. Ben-Haim Info-Gap Decision Theory: Decisions Under Severe Uncertainty , 2006 .

[35]  P. Nonacs State dependent behavior and the Marginal Value Theorem , 2001 .

[36]  Bernard Roy,et al.  Robustness in operational research and decision aiding: A multi-faceted issue , 2010, Eur. J. Oper. Res..

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

[38]  David M. Kreps,et al.  Maximization and the Act of Choice , 2007 .

[39]  A. Wald Statistical Decision Functions Which Minimize the Maximum Risk , 1945 .

[40]  H. Simon Rational Decision Making in Business Organizations , 1978 .

[41]  D. Kahneman Maps of Bounded Rationality: Psychology for Behavioral Economics , 2003 .