Literature DB >> 12693194

Facilitating normative judgments of conditional probability: frequency or nested sets?

Kimihiko Yamagishi1.   

Abstract

Recent probability judgment research contrasts two opposing views. Some theorists have emphasized the role of frequency representations in facilitating probabilistic correctness; opponents have noted that visualizing the probabilistic structure of the task sufficiently facilitates normative reasoning. In the current experiment, the following conditional probability task, an isomorph of the "Problem of Three Prisoners" was tested. "A factory manufactures artificial gemstones. Each gemstone has a 1/3 chance of being blurred, a 1/3 chance of being cracked, and a 1/3 chance of being clear. An inspection machine removes all cracked gemstones, and retains all clear gemstones. However, the machine removes 1/2 of the blurred gemstones. What is the chance that a gemstone is blurred after the inspection?" A 2 x 2 design was administered. The first variable was the use of frequency instruction. The second manipulation was the use of a roulette-wheel diagram that illustrated a "nested-sets" relationship between the prior and the posterior probabilities. Results from two experiments showed that frequency alone had modest effects, while the nested-sets instruction achieved a superior facilitation of normative reasoning. The third experiment compared the roulette-wheel diagram to tree diagrams that also showed the nested-sets relationship. The roulette-wheel diagram outperformed the tree diagrams in facilitation of probabilistic reasoning. Implications for understanding the nature of intuitive probability judgments are discussed.

Mesh:

Year:  2003        PMID: 12693194     DOI: 10.1026//1618-3169.50.2.97

Source DB:  PubMed          Journal:  Exp Psychol        ISSN: 1618-3169


  15 in total

Review 1.  Perspectives on the 2 × 2 Matrix: Solving Semantically Distinct Problems Based on a Shared Structure of Binary Contingencies.

Authors:  Hansjörg Neth; Nico Gradwohl; Dirk Streeb; Daniel A Keim; Wolfgang Gaissmaier
Journal:  Front Psychol       Date:  2021-02-09

2.  A theory of medical decision making and health: fuzzy trace theory.

Authors:  Valerie F Reyna
Journal:  Med Decis Making       Date:  2008-11-17       Impact factor: 2.583

3.  Ecological rationality or nested sets? Individual differences in cognitive processing predict Bayesian reasoning.

Authors:  Miroslav Sirota; Marie Juanchich; York Hagmayer
Journal:  Psychon Bull Rev       Date:  2014-02

4.  The effect of iconicity of visual displays on statistical reasoning: evidence in favor of the null hypothesis.

Authors:  Miroslav Sirota; Lenka Kostovičová; Marie Juanchich
Journal:  Psychon Bull Rev       Date:  2014-08

Review 5.  Good fences make for good neighbors but bad science: a review of what improves Bayesian reasoning and why.

Authors:  Gary L Brase; W Trey Hill
Journal:  Front Psychol       Date:  2015-03-31

6.  Beyond the status-quo: research on Bayesian reasoning must develop in both theory and method.

Authors:  Simon J McNair
Journal:  Front Psychol       Date:  2015-02-06

7.  The Impact of Visualizing Nested Sets. An Empirical Study on Tree Diagrams and Unit Squares.

Authors:  Katharina Böcherer-Linder; Andreas Eichler
Journal:  Front Psychol       Date:  2017-01-06

8.  Bayesian probability estimates are not necessary to make choices satisfying Bayes' rule in elementary situations.

Authors:  Artur Domurat; Olga Kowalczuk; Katarzyna Idzikowska; Zuzanna Borzymowska; Marta Nowak-Przygodzka
Journal:  Front Psychol       Date:  2015-08-17

9.  Rationality, the Bayesian standpoint, and the Monty-Hall problem.

Authors:  Jean Baratgin
Journal:  Front Psychol       Date:  2015-08-11

Review 10.  Comprehension and computation in Bayesian problem solving.

Authors:  Eric D Johnson; Elisabet Tubau
Journal:  Front Psychol       Date:  2015-07-27
View more

北京卡尤迪生物科技股份有限公司 © 2022-2023.