- 4 June 2011
[Papers]:
A Contextual Risk Model for the Ellsberg Paradox
Diederik Aerts, Sandro Sozzo
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The Allais and Ellsberg paradoxes show that the expected utility hypothesis
and Savage's Sure-Thing Principle are violated in real life decisions. The
popular explanation in terms of 'ambiguity aversion' is not completely
accepted. On the other hand, we have recently introduced a notion of
'contextual ri
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sk' to mathematically capture what is known as 'ambiguity' in the
economics literature. Situations in which contextual risk occurs cannot be
modeled by Kolmogorovian classical probabilistic structures, but a
non-Kolmogorovian framework with a quantum-like structure is needed. We prove
in this paper that the contextual risk approach can be applied to the Ellsberg
paradox, and elaborate a 'sphere model' within our 'hidden measurement
formalism' which reveals that it is the overall conceptual landscape that is
responsible of the disagreement between actual human decisions and the
predictions of expected utility theory, which generates the paradox. This
result points to the presence of a 'quantum conceptual layer' in human thought
which is superposed to the usually assumed 'classical logical layer'.
[more]
- 4 June 2011
[Papers]:
Contextual Risk and Its Relevance in Economics
Diederik Aerts, Sandro Sozzo
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Uncertainty in economics still poses some fundamental problems illustrated,
e.g., by the Allais and Ellsberg paradoxes. To overcome these difficulties,
economists have introduced an interesting distinction between 'risk' and
'ambiguity' depending on the existence of a (classical Kolmogorovian)
probabilistic structure modeling these uncertain
988
ty situations. On the other
hand, evidence of everyday life suggests that 'context' plays a fundamental
role in human decisions under uncertainty. Moreover, it is well known from
physics that any probabilistic structure modeling contextual interactions
between entities structurally needs a non-Kolmogorovian quantum-like framework.
In this paper we introduce the notion of 'contextual risk' with the aim of
modeling a substantial part of the situations in which usually only 'ambiguity'
is present. More precisely, we firstly introduce the essentials of an
operational formalism called 'the hidden measurement approach' in which
probability is introduced as a consequence of fluctuations in the interaction
between entities and contexts. Within the hidden measurement approach we
propose a 'sphere model' as a mathematical tool for situations in which
contextual risk occurs. We show that a probabilistic model of this kind is
necessarily non-Kolmogorovian, hence it requires either the formalism of
quantum mechanics or a generalization of it. This insight is relevant, for it
explains the presence of quantum or, better, quantum-like, structures in
economics, as suggested by some authors, and can serve to solve the
aforementioned paradoxes.
[more]
- 4 June 2011
[Papers]:
A Quantum Cognition Analysis of the Ellsberg Paradox
Diederik Aerts, Bart D'Hooghe, Sandro Sozzo
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The 'expec
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ted utility hypothesis' is one of the foundations of classical
approaches to economics and decision theory and Savage's 'Sure-Thing Principle'
is a fundamental element of it. It has been put forward that real-life
situations exist, illustrated by the 'Allais' and 'Ellsberg paradoxes', in
which the Sure-Thing Principle is violated, and where also the expected utility
hypothesis does not hold. We have recently presented strong arguments for the
presence of a double layer structure, a 'classical logical' and a 'quantum
conceptual', in human thought and that the quantum conceptual mode is
responsible of the above violation. We consider in this paper the Ellsberg
paradox, perform an experiment with real test subjects on the situation
considered by Ellsberg, and use the collected data to elaborate a model for the
conceptual landscape surrounding the decision situation of the paradox. We show
that it is the conceptual landscape which gives rise to a violation of the
Sure-Thing Principle and leads to the paradoxical situation discovered by
Ellsberg.
[more]
- 4 June 2011
[Papers]:
A Quantum-Conceptual Explanation of Violations of Expected Utility in Economics
Diederik Aerts, Jan B
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roekaert, Marek Czachor, Bart D'Hooghe
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The expected utility hypothesis is one of the building blocks of classical
economic theory and founded on Savage's Sure-Thing Principle. It has been put
forward, e.g. by situations such as the Allais and Ellsberg paradoxes, that
real-life situations can violate Savage's Sure-Thing Principle and hence also
expected utility. We analyze how this violation is connected to the presence of
the 'disjunction effect' of decision theory and use our earlier study of this
effect in concept theory to put forward an explanation of the violation of
Savage's Sure-Thing Principle, namely the presence of 'quantum conceptual
thought' next to 'classical logical thought' within a double layer structure of
human thought during the decision process. Quantum conceptual thought can be
modeled mathematically by the quantum mechanical formalism, which we illustrate
by modeling the Hawaii problem situation, a well-known example of the
disjunction effect, and we show how the dynamics in the Hawaii problem
situation is generated by the whole conceptual landscape surrounding the
decision situation.
[more]
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