The Interplay between Feature-Saliency and Feedback Information in Visual Category Learning Tasks.

Rubi Hammer, Vladimir Sloutsky, Kalanit Grill-Spector
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Abstract

What is the role of feedback information in different visual category learning (VCL) scenarios? To address this question we tested participants' performance in VCL tasks in which stimuli varied in three feature dimensions, one of which was relevant for the task and the other two were irrelevant. The relevant feature could be identified based on trial-by-trial feedback. In one condition the task relevant and irrelevant features were highly-salient. In the second condition all features had low-visual-saliency. Feedback information was also manipulated: In the high-information condition the task relevant feature could be identified by the information provided in each trial whereas in the mid-information condition the feedback was ambiguous and information from several learning trials was required in order to confidently identify the relevant feature. Surprisingly, our data shows that mid- and high-information feedback are similarly effective in high-saliency VCL tasks. In contrast, in low-saliency VCL tasks, mid-information feedback impairs learning. We suggest that VCL can be done effectively either when feedback is ambiguous or in low-saliency conditions, but not in scenarios when both challenges occur concurrently.

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视觉类别学习任务中特征显著性与反馈信息的相互作用。
反馈信息在不同视觉类别学习(VCL)场景中的作用是什么?为了解决这个问题,我们测试了参与者在VCL任务中的表现,其中刺激在三个特征维度上变化,其中一个与任务相关,另外两个不相关。相关的特征可以根据逐个试验的反馈来确定。在一种情况下,任务相关和不相关的特征非常显著。在第二种情况下,所有特征的视觉显著性都很低。反馈信息也被操纵:在高信息条件下,任务相关特征可以通过每次试验提供的信息来识别,而在中等信息条件下,反馈是模糊的,需要从几个学习试验中获得信息才能自信地识别相关特征。令人惊讶的是,我们的数据显示,中高信息反馈在高显著性VCL任务中同样有效。相反,在低显著性VCL任务中,中信息反馈会损害学习。我们建议VCL可以在反馈不明确或低显著性条件下有效地完成,但在两种挑战同时发生的情况下则不行。
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