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The role of associative history in models of associative learning: a selective review and a hybrid model. 联想历史在联想学习模型中的作用:选择性回顾和混合模型。
M E Le Pelley

Associative learning theories strive to capture the processes underlying and driving the change in strength of the associations between representations of stimuli that develop as a result of experience of the predictive relationships between those stimuli. Historically, formal models of associative learning have focused on two potential factors underlying associative change, namely processing of the conditioned stimulus (in terms of changes in associability) and processing of the unconditioned stimulus (in terms of changes in error). This review constitutes an analysis of the proper role of these two factors, specifically with regard to the way in which they are influenced by associative history (the prior training undergone by cues). A novel "hybrid" model of associative learning is proposed and is shown to provide a more satisfactory account of the effects of associative history on subsequent learning than any previous single-process theory.

联想学习理论努力捕捉刺激表征之间的关联强度变化的潜在过程和驱动过程,这些表征是由于这些刺激之间的预测关系的经验而发展起来的。从历史上看,联想学习的正式模型关注的是联想变化背后的两个潜在因素,即条件刺激的加工(联想性的变化)和非条件刺激的加工(误差的变化)。本综述对这两个因素的适当作用进行了分析,特别是关于它们受联想历史(通过线索进行的先前训练)影响的方式。提出了一种新的“混合”联想学习模型,并证明它比以往任何单一过程理论都更能令人满意地解释联想历史对后续学习的影响。
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引用次数: 197
Abolishing the effect of reinforcement delay on human causal learning. 消除强化延迟对人类因果学习的影响。
Marc J Buehner, Jon May

Associative learning theory postulates two main determinants for human causal learning: contingency and contiguity. In line with such an account, participants in Shanks, Pearson, and Dickinson (1989) failed to discover causal relations involving delays of more than two seconds. More recent research has shown that the impact of contiguity and delay is mediated by prior knowledge about the timeframe of the causal relation in question. Buehner and May (2002, 2003) demonstrated that the detrimental effect of delay can be significantly reduced if reasoners are aware of potential delays. Here we demonstrate for the first time that the negative influence of delay can be abolished completely by a subtle change in the experimental instructions. Temporal contiguity is thus not essential for human causal learning.

联想学习理论假定人类因果学习的两个主要决定因素:偶然性和邻近性。Shanks, Pearson, and Dickinson(1989)的参与者未能发现涉及超过两秒的延迟的因果关系。最近的研究表明,连续性和延迟的影响是由有关因果关系的时间框架的先验知识介导的。Buehner和May(2002,2003)证明,如果推理者意识到潜在的延迟,延迟的有害影响可以显著减少。在这里,我们首次证明延迟的负面影响可以通过实验指令的细微变化完全消除。因此,对于人类的因果学习来说,时间连续性并不是必要的。
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引用次数: 76
Learning about cues that prevent an outcome: conditioned inhibition and differential inhibition in human predictive learning. 学习阻止结果的线索:人类预测性学习中的条件抑制和差异抑制。
Danielle M Karazinov, Robert A Boakes

Summation tests were used to assess whether participants in a human predictive judgement task learned that some cues (foods) prevented the occurrence of the outcome (migraine). In three experiments the preventative effect of a conditioned inhibitor, I, trained in the design, P+, PI-, I-, was stronger than that of a negative control cue, N, that had been presented alone with the same frequency and simply predicted no outcome. This control cue, N, also passed the summation test when compared to a novel control cue. Experiments 2 and 3 examined whether the latter negative control effect was attributable to differential inhibition. Manipulations designed to alter context learning and the magnitude of the negative contingency did not affect the properties of the negative control cue. Thus, these experiments did not support the possibility that a cue given simple negative training acquires differential inhibition. Regardless of the mechanism underlying the negative control effect, the consistent finding that the conditioned inhibition cue, I, reduced prediction of the outcome more than did the negative control cue, N, provides evidence for true conditioned inhibition whose acquisition requires co-occurrence of the preventative cue with a positive training cue.

总结测试用于评估人类预测性判断任务的参与者是否了解到某些线索(食物)可以防止结果(偏头痛)的发生。在三个实验中,在P+, PI-, I-设计中训练的条件抑制剂I的预防效果强于阴性对照提示N,后者以相同的频率单独出现,根本没有预测结果。与另一个新的控制线索相比,这个控制线索N也通过了求和测试。实验2和实验3考察了后者的负控制效应是否归因于差异抑制。旨在改变情境学习和消极偶然性大小的操作不影响消极控制线索的性质。因此,这些实验不支持提示给予简单的负面训练获得差异抑制的可能性。不管消极控制效应的机制如何,条件抑制线索I比消极控制线索N更能降低对结果的预测,这一一致的发现为真正的条件抑制提供了证据,其获得需要预防性线索与积极训练线索共同出现。
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引用次数: 25
Experimental extinction in Pavlovian conditioning: behavioural and neuroscience perspectives. 巴甫洛夫条件反射的实验消退:行为和神经科学观点。
Andrew R Delamater

This paper reviews the behavioural and neuroscience literatures on extinction in Pavlovian conditioning with a view towards finding possible points of contact between these two often independent lines of investigation. Recent discoveries at the behavioural level indicate (1) that conditioned stimulus (CS)-unconditioned stimulus (US) associations specific in their sensory content are fully preserved during extinction, (2) that inhibitory stimulus-response associations appear to be learned during extinction, (3) that extinction is influenced by the level of activation of the US representation during nonreinforced trials, (4) that decreases in attention can influence conditioned performance during extinction, and (5) that contexts acquire an ability to modulate learning during both conditioning and extinction. Recent discoveries at the neural systems level suggest (1) that the hippocampus is important in context-specific learning during extinction, (2) that the prefrontal cortex is possibly important in long-term memory for extinction, (3) that the basolateral amygdala may be important in sustaining attention to a CS during extinction, (4) that NMDA receptors are important either in neural plasticity during extinction or by affecting the value of the US representation during extinction, and (5) that the GABAergic system may partially mediate inhibitory learning during extinction. It is concluded that both of these levels of analysis can benefit the other in the pursuit of a more comprehensive understanding of extinction.

本文回顾了关于巴甫洛夫条件反射中消失的行为和神经科学文献,以期找到这两个经常独立的调查线之间可能的联系点。最近在行为层面上的发现表明:(1)条件刺激(CS)-非条件刺激(US)在其感官内容上的关联在消失过程中被完全保留,(2)抑制刺激-反应关联似乎在消失过程中被习得,(3)在非强化试验中,消失受美国表征的激活水平的影响,(4)注意力的减少会影响消失过程中的条件表现。(5)情境在条件反射和消失过程中获得了调节学习的能力。最近在神经系统水平上的发现表明(1)海马在灭绝期间的情境特异性学习中很重要,(2)前额叶皮层可能在灭绝的长期记忆中很重要,(3)基底外侧杏仁核可能在灭绝期间维持对CS的注意力方面很重要,(4)NMDA受体在灭绝期间的神经可塑性中很重要,或者通过影响灭绝期间美国表征的价值。(5) gaba能系统可能部分介导消退过程中的抑制性学习。结论是,这两个层次的分析在追求对灭绝的更全面的了解方面可以相互受益。
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引用次数: 44
Superconditioning from a reduced reinforcer. 弱化强化物的超条件作用。
Robert A Rescorla

In four autoshaping experiments pigeons received conditioned inhibition training of the form A++, AB-, where ++ is a strong reinforcer and - is nonreinforcement. Subsequent AB+ training, in which + is a moderate reinforcer, resulted in enhanced conditioning of A, relative to an A stimulus receiving no treatment, one receiving A+ treatment, and one receiving A++ treatment. This enhancement of conditioning to A constitutes a demonstration of "superconditioning". The presence of the inhibitory B sufficiently enhanced the reinforcing power of the moderate reinforcer (+) that it was able to further increase the excitation controlled by A. This occurred even though A had previously been paired with a stronger reinforcer (++). Superconditioning was also observed when A and B were extinguished prior to treatment with + or were originally neutral stimuli followed by + in the presence of an inhibitor trained elsewhere.

在四个自动成形实验中,鸽子接受条件抑制训练的形式为a++, AB-,其中++为强强化,-为非强化。随后的AB+训练,其中+是一个中等强化物,导致a的条件反射增强,相对于没有处理的a刺激,一个接受a +处理,一个接受a ++处理。这种对A的条件作用的增强构成了“超条件作用”的论证。抑制性B的存在充分增强了中等强化因子(+)的强化能力,从而能够进一步增加由A控制的激发,即使A先前与更强的强化因子(++)配对也会发生这种情况。当A和B在+刺激之前被熄灭,或者在其他地方训练的抑制剂存在的情况下,最初是中性刺激,然后是+刺激时,也观察到超条件作用。
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引用次数: 17
Double standards: memory loading in temporal reference memory. 双重标准:在时间参考内存中加载内存。
Luke Jones, J H Wearden

Three experiments compared human performance on temporal generalization tasks with either one or two different, and distinct, standard durations encoded. In the first two experiments participants received presentations of two different standards at the beginning of each trial block and were instructed to encode either one or both of them. When instructed to encode one standard they then had to judge whether each of a number of comparison stimuli was or was not that standard. When instructed to encode both they were then tested using just one of the standards but the participants were unaware, at the time of encoding, which standard would later be used as a reference. No marked effect of the number of temporal standards encoded was found. In Experiment 3 participants received either one or two temporal standards and had to use both when two were presented. This manipulation produced flatter generalization gradients when two standards were encoded than when just one was, and modelling attributed this difference mainly to an increase in reference memory variability in the double-standard case. This suggests that the variability of representation of durations in temporal reference memory can be systematically increased by increasing temporal reference memory load.

三个实验比较了人类在一个或两个不同的、不同的、编码的标准持续时间的时间泛化任务中的表现。在前两个实验中,参与者在每个实验块开始时收到两种不同标准的介绍,并被指示对其中一种或两种标准进行编码。当被要求对一个标准进行编码时,他们必须判断许多比较刺激中的每一个是否是那个标准。当被要求对两种标准进行编码时,他们只使用其中一种标准进行测试,但在编码时,参与者并不知道哪一种标准将被用作参考。没有发现编码时间标准数量的显著影响。在实验3中,参与者收到一个或两个时间标准,当出现两个标准时,他们必须同时使用。当两个标准被编码时,这种操作产生了更平坦的泛化梯度,而当只有一个标准被编码时,建模将这种差异主要归因于双标准情况下参考记忆可变性的增加。这表明时间参考记忆中持续时间表征的可变性可以通过增加时间参考记忆负荷来系统地增加。
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引用次数: 75
Comparing excitatory backward and forward conditioning. 比较兴奋性后向和正向条件反射。
Raymond C Chang, Steven Stout, Ralph R Miller

Three Pavlovian lick suppression studies with rats were conducted to compare the role of the conditioning context in excitatory backward and forward conditioning. The experiments explored the possibility that excitatory backward conditioning, but not forward conditioning, is mediated by the context. That is, in excitatory backward conditioning, the conditioning context may function as an excitatory mediator, which supports second-order conditioning of the target cue. This possibility contrasts with traditional accounts, which suggests that common processes underlie excitatory backward and forward conditioning. Experiment 1 found that conditioned responding following backward conditioning was attenuated as a result of posttraining extinction of the training context, but the same manipulation elevated responding after forward conditioning. Experiments 2 and 3 found that posttraining and pretraining associative inflation of the context (presenting unsignalled USs) increased conditioned responding to the target of a backward conditioning procedure but either had no effect or reduced responding to the target of a forward conditioning procedure. Thus, excitatory backward and forward conditioning appear to differ in their dependence on the status of the conditioning context.

采用大鼠进行巴甫洛夫舔抑制实验,比较条件反射背景在兴奋性后向和正向条件反射中的作用。实验探讨了情境介导兴奋性后向条件反射而非前向条件反射的可能性。也就是说,在兴奋性后向条件反射中,条件反射情境可能作为兴奋性中介,支持目标线索的二阶条件反射。这种可能性与传统的说法相反,传统的说法认为共同的过程是兴奋性向后和向前条件反射的基础。实验1发现,后向条件反射后的条件反应由于训练后情境的消失而减弱,而前向条件反射后的条件反应则因同样的操作而增强。实验2和3发现,训练后和训练前情境的联想膨胀(呈现无信号的USs)增加了对后向条件反射过程目标的条件反应,但要么没有影响,要么减少了对前向条件反射过程目标的反应。因此,兴奋性后向条件反射和正向条件反射对条件反射环境状态的依赖性不同。
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引用次数: 31
Brief communication: the role of category structure in determining the effects of stimulus preexposure on categorization accuracy. 简短交流:类别结构在决定刺激前暴露对分类准确性影响中的作用。
A J Wills, Mark Suret, I P L McLaren

What are the effects of preexposure of stimuli on participants' subsequent ability to categorize them accurately? An experiment employing artificial, abstract, visual stimuli confirms that, for adult humans, the effect of preexposure is dependent upon category structure. Whether preexposure has beneficial or detrimental effects is shown to be dependent on the way category examples are generated from the category base patterns. The results are predicted by salience reduction accounts of perceptual learning but may be problematic for stimulus differentiation accounts.

预暴露刺激对参与者随后准确分类的能力有什么影响?一项采用人工、抽象、视觉刺激的实验证实,对于成年人来说,预暴露的效果取决于类别结构。预暴露是否有有益或有害的影响取决于从类别基础模式生成类别示例的方式。结果是由知觉学习的显著性减少帐户预测,但可能是有问题的刺激分化帐户。
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引用次数: 16
Within-compound associations in retrospective revaluation and in direct learning: a challenge for comparator theory. 回顾性重估和直接学习中的复合关联:对比较理论的挑战。
Klaus G Melchers, Harald Lachnit, David R Shanks

In three human causal learning experiments we investigated the role of within-compound associations in learning about absent cues versus learning about present cues. Different theoretical approaches agree that within-compound associations are essential for learning about absent cues-that is, for retrospective revaluation. They differ, however, with regard to the role of within-compound associations for learning about present cues-that is, for direct learning. A memory test was used to assess within-compound associations. Experiment 1 used a blocking/release from overshadowing design, Experiment 2 used a conditioned inhibition design, and Experiment 3 used a higher-order cue selection design. In all experiments, first-order retrospective revaluation was significantly correlated with within-compound associations, but no significant correlations were found for the direct learning conditions. In addition to this, second-order retrospective revaluation in Experiment 3 was positively correlated to joint knowledge of first-order and second-order within-compound associations. Furthermore, cue selection effects were stronger for direct learning conditions than for retrospective learning conditions. These results are at variance with the comparator hypothesis but are in agreement with a modified associative theory and with the suggestion that retrospective revaluation might be due to rehearsal processes.

在三个人类因果学习实验中,我们研究了复合内关联在学习缺失线索和学习现有线索中的作用。不同的理论方法一致认为,复合关联对于学习缺失线索(即回顾性重估)至关重要。然而,在学习当前线索(即直接学习)的复合内联想的作用方面,它们是不同的。使用记忆测试来评估复合内关联。实验1采用屏蔽/释放阴影设计,实验2采用条件抑制设计,实验3采用高阶线索选择设计。在所有实验中,一阶回顾性重估与复合内关联显著相关,而直接学习条件无显著相关。此外,实验3中的二阶回顾性重估与一阶和二阶复合关联的联合知识呈正相关。此外,线索选择效应在直接学习条件下比在回溯学习条件下更强。这些结果与比较国假说不一致,但与修正的联想理论一致,并与回顾性重估可能是由于预演过程的建议一致。
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引用次数: 77
Interaction between preexposure and overshadowing: further analysis of the extended comparator hypothesis. 预曝光与遮蔽之间的相互作用:扩展比较器假设的进一步分析。
Hernán I Savastano, Francisco Arcediano, Steven C Stout, Ralph R Miller

Three experiments with rats used conditioned suppression of barpress to test predictions of the extended comparator hypothesis, which assumes that the effectiveness of (first-order) comparator stimuli in modulating responding to a target conditioned stimulus (CS) is itself modulated by other (second-order) comparator stimuli. Experiment 1 demonstrated that both pretraining exposure to the target CS alone (i.e., CS-preexposure effect, also known as latent inhibition) and pretraining exposure to a compound of the target CS and nontarget CS (i.e., compound-CS-preexposure effect) counteract overshadowing, and that posttraining deflation (i.e., extinction) of the overshadowing stimulus attenuates responding to the target CS when overshadowing is preceded by a CS-preexposure treatment (i.e., yields a CS-preexposure effect), but not when overshadowing is preceded by a compound-CS-preexposure treatment. Experiment 2 examined the consequences of posttraining associative inflation of the overshadowing stimulus or the preexposure companion stimulus following conjoint compound-CS-preexposure and overshadowing treatment. Experiment 3 examined the consequences of posttraining inflation of the overshadowing stimulus or the context following conjoint CS-alone preexposure and overshadowing treatment. The results support the expression-focused comparator view in contrast to recent acquisition-focused models of retrospective reevaluation.

三个大鼠实验使用barpress的条件抑制来测试扩展比较器假设的预测,该假设假设(一阶)比较器刺激调节对目标条件刺激(CS)的反应的有效性本身被其他(二阶)比较器刺激调节。实验1表明,单独暴露于目标神经系统(即CS-预暴露效应,也称为潜伏抑制)和暴露于目标神经系统和非目标神经系统的复合(即复合CS-预暴露效应)都能抵消遮蔽效应,并且在遮蔽之前进行CS-预暴露处理(即:产生cs预曝光效果),但在遮蔽之前进行复合cs预曝光处理时则不会。实验2考察了复合- cs -预暴露与阴影联合处理对阴影刺激或暴露前伴刺激的训练后联想膨胀的影响。实验3考察了单独预暴露和阴影处理联合后,阴影刺激或情境的训练后膨胀的结果。结果支持以表达为中心的比较者观点,而不是最近以收购为中心的回顾性再评估模型。
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引用次数: 15
期刊
The Quarterly journal of experimental psychology. B, Comparative and physiological psychology
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