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Choice Quality as a Function of Decision Accuracy and Search Cost
Objective: A prominent challenge in modeling choice is specification of the underlying cognitive processes. Many cognitive-based models of decision-making draw substantially on algorithmic models of artificial intelligence and thus rely on associated metaphors of this field. In contrast, the current...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Psychiatry & Psychology Research Center, Tehran University of Medical Sciences
2019
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6778607/ https://www.ncbi.nlm.nih.gov/pubmed/31598123 |
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author | Rastgoo Sisakht, Reza Mousavi, Shabnam Negarandeh, Rahimeh Valizadegan, Hamid Noroozian, Maryam Tehrani-Doost, Mehdi Razaghi, Emran Mohammad |
author_facet | Rastgoo Sisakht, Reza Mousavi, Shabnam Negarandeh, Rahimeh Valizadegan, Hamid Noroozian, Maryam Tehrani-Doost, Mehdi Razaghi, Emran Mohammad |
author_sort | Rastgoo Sisakht, Reza |
collection | PubMed |
description | Objective: A prominent challenge in modeling choice is specification of the underlying cognitive processes. Many cognitive-based models of decision-making draw substantially on algorithmic models of artificial intelligence and thus rely on associated metaphors of this field. In contrast, the current study avoids metaphors and aims at a first-hand identification of the behavioral elements of a process of choice. Method : We designed a game in Mouselab resembling the real-world procedure of choosing a wife. 17 male subjects were exposed to cost-benefit decision criteria that closely mimic their societal respective conditions. Results: The quality of choice index was measured with respect to its sensitivity to the final outcomes as well as process tracing of decisions. The correlation between this index and individual components of process tracing are discussed in detail. The choice quality index can be configured as a function of expected value and utility. In our sample the quality of choice with an average of 75.98% (SD: ±12.67) suggests that subjects obtained close to 76% of their expected gains. Conclusion: The quality of choice index, therefore, may be used for comparison of different conditions where the variables of decision-making are altered. The analysis of results also reveals that the cost of incorrect choice is significantly correlated with expected value (0.596, sig = 0.012) but not with utility. This means that when sub-jects face higher costs prior to making a decision, there exists a corresponding higher expectation of gains, i.e., higher expected value. |
format | Online Article Text |
id | pubmed-6778607 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2019 |
publisher | Psychiatry & Psychology Research Center, Tehran University of Medical Sciences |
record_format | MEDLINE/PubMed |
spelling | pubmed-67786072019-10-09 Choice Quality as a Function of Decision Accuracy and Search Cost Rastgoo Sisakht, Reza Mousavi, Shabnam Negarandeh, Rahimeh Valizadegan, Hamid Noroozian, Maryam Tehrani-Doost, Mehdi Razaghi, Emran Mohammad Iran J Psychiatry Original Article Objective: A prominent challenge in modeling choice is specification of the underlying cognitive processes. Many cognitive-based models of decision-making draw substantially on algorithmic models of artificial intelligence and thus rely on associated metaphors of this field. In contrast, the current study avoids metaphors and aims at a first-hand identification of the behavioral elements of a process of choice. Method : We designed a game in Mouselab resembling the real-world procedure of choosing a wife. 17 male subjects were exposed to cost-benefit decision criteria that closely mimic their societal respective conditions. Results: The quality of choice index was measured with respect to its sensitivity to the final outcomes as well as process tracing of decisions. The correlation between this index and individual components of process tracing are discussed in detail. The choice quality index can be configured as a function of expected value and utility. In our sample the quality of choice with an average of 75.98% (SD: ±12.67) suggests that subjects obtained close to 76% of their expected gains. Conclusion: The quality of choice index, therefore, may be used for comparison of different conditions where the variables of decision-making are altered. The analysis of results also reveals that the cost of incorrect choice is significantly correlated with expected value (0.596, sig = 0.012) but not with utility. This means that when sub-jects face higher costs prior to making a decision, there exists a corresponding higher expectation of gains, i.e., higher expected value. Psychiatry & Psychology Research Center, Tehran University of Medical Sciences 2019-07 /pmc/articles/PMC6778607/ /pubmed/31598123 Text en Copyright © Psychiatry & Psychology Research Center, Tehran University of Medical Sciences This is an Open Access article distributed under the terms of the Creative Commons Attribution License, (http://creativecommons.org/licenses/by/3.0/) which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited. |
spellingShingle | Original Article Rastgoo Sisakht, Reza Mousavi, Shabnam Negarandeh, Rahimeh Valizadegan, Hamid Noroozian, Maryam Tehrani-Doost, Mehdi Razaghi, Emran Mohammad Choice Quality as a Function of Decision Accuracy and Search Cost |
title | Choice Quality as a Function of Decision Accuracy and Search Cost |
title_full | Choice Quality as a Function of Decision Accuracy and Search Cost |
title_fullStr | Choice Quality as a Function of Decision Accuracy and Search Cost |
title_full_unstemmed | Choice Quality as a Function of Decision Accuracy and Search Cost |
title_short | Choice Quality as a Function of Decision Accuracy and Search Cost |
title_sort | choice quality as a function of decision accuracy and search cost |
topic | Original Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6778607/ https://www.ncbi.nlm.nih.gov/pubmed/31598123 |
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