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A Re-Examination of “Bias” in Human Randomness Perception

Human randomness perception is commonly described as biased. This is because when generating random sequences humans tend to systematically under- and overrepresent certain subsequences relative to the number expected from an unbiased random process. In a purely theoretical analysis we have previous...

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Autores principales: Warren, Paul A., Gostoli, Umberto, Farmer, George D., El-Deredy, Wael, Hahn, Ulrike
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Psychological Association 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5933241/
https://www.ncbi.nlm.nih.gov/pubmed/29058943
http://dx.doi.org/10.1037/xhp0000462
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author Warren, Paul A.
Gostoli, Umberto
Farmer, George D.
El-Deredy, Wael
Hahn, Ulrike
author_facet Warren, Paul A.
Gostoli, Umberto
Farmer, George D.
El-Deredy, Wael
Hahn, Ulrike
author_sort Warren, Paul A.
collection PubMed
description Human randomness perception is commonly described as biased. This is because when generating random sequences humans tend to systematically under- and overrepresent certain subsequences relative to the number expected from an unbiased random process. In a purely theoretical analysis we have previously suggested that common misperceptions of randomness may actually reflect genuine aspects of the statistical environment, once cognitive constraints are taken into account which impact on how that environment is actually experienced (Hahn & Warren, Psychological Review, 2009). In the present study we undertake an empirical test of this account, comparing human-generated against unbiased process-generated binary sequences in two experiments. We suggest that comparing human and theoretically unbiased sequences using metrics reflecting the constraints imposed on human experience provides a more meaningful picture of lay people’s ability to perceive randomness. Finally, we propose a simple generative model of human random sequence generation inspired by the Hahn and Warren account. Taken together our results question the notion of bias in human randomness perception.
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spelling pubmed-59332412018-05-07 A Re-Examination of “Bias” in Human Randomness Perception Warren, Paul A. Gostoli, Umberto Farmer, George D. El-Deredy, Wael Hahn, Ulrike J Exp Psychol Hum Percept Perform Research Reports Human randomness perception is commonly described as biased. This is because when generating random sequences humans tend to systematically under- and overrepresent certain subsequences relative to the number expected from an unbiased random process. In a purely theoretical analysis we have previously suggested that common misperceptions of randomness may actually reflect genuine aspects of the statistical environment, once cognitive constraints are taken into account which impact on how that environment is actually experienced (Hahn & Warren, Psychological Review, 2009). In the present study we undertake an empirical test of this account, comparing human-generated against unbiased process-generated binary sequences in two experiments. We suggest that comparing human and theoretically unbiased sequences using metrics reflecting the constraints imposed on human experience provides a more meaningful picture of lay people’s ability to perceive randomness. Finally, we propose a simple generative model of human random sequence generation inspired by the Hahn and Warren account. Taken together our results question the notion of bias in human randomness perception. American Psychological Association 2017-10-23 2018-05 /pmc/articles/PMC5933241/ /pubmed/29058943 http://dx.doi.org/10.1037/xhp0000462 Text en © 2017 The Author(s) http://creativecommons.org/licenses/by/3.0/ This article has been published 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 author and source are credited. Copyright for this article is retained by the author(s). Author(s) grant(s) the American Psychological Association the exclusive right to publish the article and identify itself as the original publisher.
spellingShingle Research Reports
Warren, Paul A.
Gostoli, Umberto
Farmer, George D.
El-Deredy, Wael
Hahn, Ulrike
A Re-Examination of “Bias” in Human Randomness Perception
title A Re-Examination of “Bias” in Human Randomness Perception
title_full A Re-Examination of “Bias” in Human Randomness Perception
title_fullStr A Re-Examination of “Bias” in Human Randomness Perception
title_full_unstemmed A Re-Examination of “Bias” in Human Randomness Perception
title_short A Re-Examination of “Bias” in Human Randomness Perception
title_sort re-examination of “bias” in human randomness perception
topic Research Reports
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5933241/
https://www.ncbi.nlm.nih.gov/pubmed/29058943
http://dx.doi.org/10.1037/xhp0000462
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