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Associative Learning of Stimuli Paired and Unpaired With Reinforcement: Evaluating Evidence From Maggots Flies Bees and Rats

机译:与强化配对和非配对的刺激的关联学习:评估Mag蝇蜜蜂和大鼠的证据

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摘要

Finding rewards and avoiding punishments are powerful goals of behavior. To maximize reward and minimize punishment, it is beneficial to learn about the stimuli that predict their occurrence, and decades of research have provided insight into the brain processes underlying such associative reinforcement learning. In addition, it is well known in experimental psychology, yet often unacknowledged in neighboring scientific disciplines, that subjects also learn about the stimuli that predict the absence of reinforcement. Here we evaluate evidence for both these learning processes. We focus on two study cases that both provide a baseline level of behavior against which the effects of associative learning can be assessed. Firstly, we report pertinent evidence from Drosophila larvae. A re-analysis of the literature reveals that through paired presentations of an odor A and a sugar reward (A+) the animals learn that the reward can be found where the odor is, and therefore show an above-baseline preference for the odor. In contrast, through unpaired training (A/+) the animals learn that the reward can be found precisely where the odor is not, and accordingly these larvae show a below-baseline preference for it (the same is the case, with inverted signs, for learning through taste punishment). In addition, we present previously unpublished data demonstrating that also during a two-odor, differential conditioning protocol (A+/B) both these learning processes take place in larvae, i.e., learning about both the rewarded stimulus A and the non-rewarded stimulus B (again, this is likewise the case for differential conditioning with taste punishment). Secondly, after briefly discussing published evidence from adult Drosophila, honeybees, and rats, we report an unpublished data set showing that relative to baseline behavior after truly random presentations of a visual stimulus A and punishment, rats exhibit memories of opposite valence upon paired and unpaired training. Collectively, the evidence conforms to classical findings in experimental psychology and suggests that across species animals associatively learn both through paired and through unpaired presentations of stimuli with reinforcement – with opposite valence. While the brain mechanisms of unpaired learning for the most part still need to be uncovered, the immediate implication is that using unpaired procedures as a mnemonically neutral control for associative reinforcement learning may be leading analyses astray.
机译:寻找奖励和避免惩罚是行为的强大目标。为了最大程度地提高奖励并最大程度地减少惩罚,了解有关预测其发生的刺激是有益的,并且数十年的研究提供了对诸如联想强化学习之类的潜在大脑过程的见识。此外,在实验心理学中众所周知,但在相邻的科学学科中却常常未被认识到,受试者还了解到预测没有强化的刺激。在这里,我们评估这两种学习过程的证据。我们专注于两个研究案例,两个案例均提供了行为的基线水平,可以据此评估联想学习的效果。首先,我们报告了果蝇幼虫的相关证据。对文献的重新分析表明,通过成对出现气味A和糖奖励(A +),动物得知可以在气味所在的地方找到奖励,因此表现出高于基线的气味偏好。相比之下,通过不成对训练(A / +),动物会发现可以在没有异味的地方找到奖励,因此这些幼虫表现出低于基线的偏爱(情况相同,带有倒置的迹象,通过品味惩罚学习)。此外,我们提供了以前未公开的数据,表明在两种气味的差异调节协议(A + / B)期间,这两个学习过程都是在幼虫中进行的,即,学习奖励刺激A和非奖励刺激B (同样,带有味觉惩罚的差异调节同样如此)。其次,在简要讨论了成年果蝇,蜜蜂和大鼠的已公开证据之后,我们报告了一个未公开的数据集,该数据集显示在视觉刺激A和惩罚的真正随机呈现后,相对于基线行为,大鼠在配对和未配对时表现出相反价的记忆训练。总的来说,这些证据符合实验心理学的经典发现,并表明跨物种的动物通过配对和不配对呈现的强化刺激(相反的价)联想学习。虽然仍需要发现未配对学习的大脑机制,但直接的含义是,使用未配对程序作为联想强化学习的记忆中性控制可能会使分析误入歧途。

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