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Cognitive Psychology

Joachim Funke

Optimization

2011

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Optimization As An Analysis Tool For Human Complex Decision Making, Sebastian Sager, Carola M. Barth, Holger Diedam, Michael Engelhart, Joachim Funke Dec 2010

Optimization As An Analysis Tool For Human Complex Decision Making, Sebastian Sager, Carola M. Barth, Holger Diedam, Michael Engelhart, Joachim Funke

Joachim Funke

We present a problem class of mixed-integer nonlinear programs (MINLPs) with nonconvex continuous relaxations which stem from economic test scenarios that are used in the analysis of human complex problem solving. In a round-based scenario participants hold an executive function. A posteriori a performance indicator is calculated and correlated to personal measures such as intelligence, working memory, or emotion regulation. Altogether, we investigate 2088 optimization problems that differ in size and initial conditions, based on real-world experimental data from 12 rounds of 174 participants. The goals are twofold. First, from the optimal solutions we gain additional insight into a complex …