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Modeling Option and Strategy Choices with Connectionist Networks: Towards an Integrative Model of Automatic and Deliberate Decision Making

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Author Info
Andreas Glöckner () (Max Planck Institute for Research on Collective Goods, Bonn)
Tilmann Betsch (University of Erfurt)
Abstract

We claim that understanding human decisions requires that both automatic and deliberate processes be considered. First, we sketch the qualitative differences between two hypothetical processing systems, an automatic and a deliberate system. Second, we show the potential that connectionism offers for modeling processes of decision making and discuss some empirical evidence. Specifically, we posit that the integration of information and the application of a selection rule are governed by the automatic system. The deliberate system is assumed to be responsible for information search, inferences and the modification of the network that the automatic processes act on. Third, we critically evaluate the multiple-strategy approach to decision making. We introduce the basic assumption of an integrative approach stating that individuals apply an all-purpose rule for decisions but use different strategies for information search. Fourth, we develop a connectionist framework that explains the interaction between automatic and deliberate processes and is able to account for choices both at the option and at the strategy level.

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Publisher Info
Paper provided by Max Planck Institute for Research on Collective Goods in its series Working Paper Series of the Max Planck Institute for Research on Collective Goods with number 2008_02.

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Length: 28 pages
Date of creation: Jan 2008
Date of revision:
Handle: RePEc:mpg:wpaper:2008_2

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Related research
Keywords: System 1; Intuition; Reasoning; Control; Routines; Connectionist Model; Parallel Constraint Satisfaction;

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  1. Andreas Glöckner & Ann-Katrin Herbold, 2008. "Information Processing in Decisions under Risk: Evidence for Compensatory Strategies based on Automatic Processes," Working Paper Series of the Max Planck Institute for Research on Collective Goods 2008_42, Max Planck Institute for Research on Collective Goods. [Downloadable!]
  2. Nina Horstmann & Andrea Ahlgrimm & Andreas Glöckner, 2009. "How Distinct are Intuition and Deliberation? An Eye-Tracking Analysis of Instruction-Induced Decision Modes," Working Paper Series of the Max Planck Institute for Research on Collective Goods 2009_10, Max Planck Institute for Research on Collective Goods. [Downloadable!]
  3. Nina Horstmann & Andrea Ahlgrimm & Andreas Glöckner, 2009. "How distinct are intuition and deliberation? An eye-tracking analysis of instruction-induced decision modes," Judgment and Decision Making, Society for Judgment and Decision Making, vol. 4(5), pages 335-354, August. [Downloadable!]
  4. Andreas Glöckner & Janet Kleber & Stephan Tontrup & Stefan Bechtold, 2009. "The Endowment Effect in Groups with and without Strategic Incentives," Working Paper Series of the Max Planck Institute for Research on Collective Goods 2009_35, Max Planck Institute for Research on Collective Goods. [Downloadable!]
  5. Britta Herbig & Andreas Glöckner, 2009. "Experts and Decision Making: First Steps Towards a Unifying Theory of Decision Making in Novices, Intermediates and Experts," Working Paper Series of the Max Planck Institute for Research on Collective Goods 2009_02, Max Planck Institute for Research on Collective Goods. [Downloadable!]
  6. Andreas Glöckner & Tilmann Betsch & Nicola Schindler, 2008. "Coherence Shifts in Probabilistic Inference Tasks," Working Paper Series of the Max Planck Institute for Research on Collective Goods 2008_14, Max Planck Institute for Research on Collective Goods. [Downloadable!]
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