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Base rates versus sample accuracy: competition for control in human matching to sample.

机译:基本费率与样本准确性:竞争人类对样本的控制。

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摘要

People often place undue weight on specific sources of information (case cues) and insufficient weight on more global sources (base rates) even when the latter are highly predictive, a phenomenon termed base-rate neglect. This phenomenon was first demonstrated with paper-and-pencil tasks, and also occurs in a matching-to-sample procedure in which subjects directly experience case sample (cue) accuracy and base rates, and in which discrete, nonverbal choices are made. In two nonverbal experiments, subjects were exposed to hundreds of trials in which they chose between two response options that were both probabilistically reinforced. In Experiment 1, following one of two possible samples (the unpredictive sample), either response was reinforced with a .5 probability. The other sample (predictive) provided reinforcement for matching on 80% of the trials in one condition but in only 20% of the trials in another condition. Subjects' choices following the unpredictive sample were determined primarily by the contingencies in effect for the predictive sample: If matching was reinforced following the predictive sample, subjects tended to match the unpredictive sample as well; if countermatching the predictive sample was generally reinforced, subjects tended to countermatch the unpredictive sample. These results demonstrate only weak control by base rates. In Experiment 2, base rates and sample accuracy were simultaneously varied in opposite directions to keep one set of conditional probabilities constant. Subjects' choices were determined primarily by the overall accuracy of the sample, again demonstrating only weak control by base rates. The same pattern of choice occurred whether this pattern increased or decreased rate of reinforcement. Together, the results of the two experiments provide a clear empirical demonstration of base-rate neglect.
机译:人们经常对特定的信息来源(案例线索)施加过分的重视,而对更多的全球来源(基准利率)则没有足够的重视,即使后者具有高度预测性,这种现象也被称为基准利率忽视。这种现象首先在纸和铅笔任务中得到证明,并且还发生在“样本匹配”过程中,在该过程中,受试者直接体验了案例样本(提示)的准确性和基本比率,并且做出了离散的,非言语的选择。在两个非语言实验中,受试者经历了数百次试验,他们在两个概率均得到增强的反应选项之间进行选择。在实验1中,在两个可能的样本(不可预测的样本)之一之后,以0.5的概率增强了任一响应。另一个样本(预测性)为在一种情况下进行的80%试验匹配提供了增强,但在另一种情况下只有20%的试验进行了匹配。受试者在非预测性样本之后的选择主要由预测性样本的偶然性决定:如果在预测性样本之后加强匹配,则受试者也倾向于与非预测性样本匹配;如果总体上增强了与预测样本的匹配,则受试者倾向于与非预测样本匹配。这些结果表明,基本税率仅能有效控制。在实验2中,基本速率和样本准确度同时沿相反的方向变化,以使一组条件概率保持恒定。受试者的选择主要取决于样本的总体准确性,再次表明仅通过基本比率进行了弱控制。无论这种模式是增加还是减少加固率,都会出现相同的选择模式。一起,这两个实验的结果提供了基本率忽略的清晰的经验证明。

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