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A study of expert overconfidence

机译:专家过度自信研究

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Overconfidence is one of the most common (and potentially severe) problems in expert judgment. To assess the extent of expert overconfidence, we analyzed a large data set on expert opinion compiled by Cooke and colleagues at the Technical University of Delft and elsewhere. This data set contains roughly five thousand 90% confidence intervals of uncertain quantities for which the true values are now known. Our analysis assesses the overall extent of overconfidence in the data set. Significant differences in the extent of overconfidence were found among studies, among experts, and among questions within a study. Moreover, replications (multiple realizations for the same question) allowed a preliminary assessment of whether the question effect is due largely to question difficulty, or merely to random noise in the realizations of the uncertain quantities. The results of this analysis suggest that much of the apparent question effect may be due to noise rather than systematic differences in the difficulty of achieving good calibration for different questions. The results support the differential weighting of experts, since there are significant differences in expert calibration within studies.
机译:过度自信是专家判断中最常见(且可能很严重)的问题之一。为了评估专家的过度自信程度,我们分析了代尔夫特工业大学和其他地方的库克及其同事汇编的大量专家意见数据集。该数据集包含大约五千个90%的不确定量的置信区间,现在已经知道了这些真实值。我们的分析评估了数据集中过度自信的总体程度。研究之间,专家之间以及研究中问题之间的过度自信程度存在显着差异。此外,复制(针对同一问题的多次实现)可以对问题的影响是否主要是由于提问难度或仅仅是由于不确定量实现中的随机噪声所致进行初步评估。该分析的结果表明,许多明显的问题影响可能是由于噪声引起的,而不是由于对不同问题难以实现良好校准的系统性差异。由于研究中的专家校准存在显着差异,因此结果支持专家的差异加权。

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