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A Multiple-Choice Task with Changes of Mind

机译:选择题的任务与心灵的变化

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摘要

The role of changes of mind and multiple choices has recently received increased attention in the study of perceptual decision-making. Previously, these extensions to standard two-alternative tasks have been studied separately. Here we explored how changes of mind depend on the number of choice-alternatives. To this end, we tested 14 human subjects on a 2- and 4-alternative direction-discrimination task. Changes of mind in the participants' movement trajectories could be observed for two and for four choice alternatives. With fewer alternatives, participants responded faster and more accurately. The frequency of changes of mind, however, did not significantly differ for the different numbers of choice alternatives. Nevertheless, mind-changing improved the participants' final performance, particularly for intermediate difficulty levels, in both experimental conditions. Moreover, the mean reaction times of individual participants were negatively correlated with their overall tendency to make changes of mind. We further reproduced these findings with a multi-alternative attractor model for decision-making, while a simple race model could not account for the experimental data. Our experiment, combined with the theoretical models allowed us to shed light on: (1) the differences in choice behavior between two and four alternatives, (2) the differences between the data of our human subjects and previous monkey data, (3) individual differences between participants, and (4) the inhibitory interaction between neural representations of choice alternatives.
机译:思维改变和多种选择的作用最近在感知决策研究中受到越来越多的关注。以前,这些对标准替代性任务的扩展已经分别进行了研究。在这里,我们探讨了心态变化如何取决于选择替代方案的数量。为此,我们在2和4个替代方向区分任务中测试了14位人类受试者。对于两个和四个选择方案,可以观察到参与者运动轨迹的思维变化。通过更少的选择,参与者可以更快,更准确地做出回应。但是,对于不同选择选择的数量,改变主意的频率没有显着差异。尽管如此,在两种实验条件下,改变思维方式都能改善参与者的最终表现,尤其是中等难度水平的参与者。此外,每个参与者的平均反应时间与他们改变主意的总体趋势呈负相关。我们用多变量吸引子模型进行决策时进一步再现了这些发现,而简单的种族模型无法解释实验数据。我们的实验与理论模型相结合,使我们可以发现:(1)两种和四种选择之间的选择行为差异;(2)人类受试者的数据与先前的猴子数据之间的差异;(3)个人参与者之间的差异,以及(4)选择替代品的神经表示之间的抑制性相互作用。

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