Associative accounts of category learning have been, for the most part, abandoned in favor of cognitive explanations (e.g., similarity, explicit rules). In the current work, we implement an Adaptive Linear Filter (ALF) closely related to the Rescorla and Wagner learning rule, and use it to tackle three learning tasks that pose challenges to an associative view of category learning. Across three computational simulations, we show that the ALF is in fact able to make the predictions that seemed problematic. Notably, in our simulations we use exactly the same model and specifications, attesting to the generality of our account. We discuss the consequences of our findings for the category learning literature. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
在很大程度上,类别学习的联想解释已经被抛弃,而倾向于认知解释(例如,相似性,明确规则)。在当前的工作中,我们实现了一个与Rescorla和Wagner学习规则密切相关的自适应线性滤波器(ALF),并使用它来解决对类别学习的联想观点构成挑战的三个学习任务。通过三个计算模拟,我们表明ALF实际上能够做出看起来有问题的预测。值得注意的是,在我们的模拟中,我们使用了完全相同的模型和规格,证明了我们的描述的普遍性。我们讨论了我们的发现对类别学习文献的影响。(PsycInfo Database Record (c) 2022 APA,版权所有)。
{"title":"On the importance of feedback for categorization: Revisiting category learning experiments using an adaptive filter model.","authors":"Nicolás Marchant, Sergio E Chaigneau","doi":"10.1037/xan0000339","DOIUrl":"https://doi.org/10.1037/xan0000339","url":null,"abstract":"<p><p>Associative accounts of category learning have been, for the most part, abandoned in favor of cognitive explanations (e.g., similarity, explicit rules). In the current work, we implement an Adaptive Linear Filter (ALF) closely related to the Rescorla and Wagner learning rule, and use it to tackle three learning tasks that pose challenges to an associative view of category learning. Across three computational simulations, we show that the ALF is in fact able to make the predictions that seemed problematic. Notably, in our simulations we use exactly the same model and specifications, attesting to the generality of our account. We discuss the consequences of our findings for the category learning literature. (PsycInfo Database Record (c) 2022 APA, all rights reserved).</p>","PeriodicalId":54259,"journal":{"name":"Journal of Experimental Psychology-Animal Learning and Cognition","volume":" ","pages":"295-306"},"PeriodicalIF":1.3,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40657695","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-10-01Epub Date: 2022-06-23DOI: 10.1037/xan0000329
Ciro Civile, Rossy McLaren, Anna Cooke, I P L McLaren
In this article we investigate how a psychological theory used to model perceptual learning and face recognition can be used to predict that anodal tDCS delivered over the DLPFC at Fp3 site (for 10 mins duration at 1.5 mA intensity) modulates the decision criterion, C, (and not d-prime [d']) in a target detection task. In two between-subjects and double-blind experiments (n = 112) we examined the tDCS effects on C when subjects were engaged in a target detection task, in the first instance involving artificial checkerboard stimuli (Experiment 1a), and subsequently face stimuli (Experiment 1b). The results from both experiments revealed that in the sham/control groups a significantly higher C was used when detecting a target pattern (Experiment 1a) or face (Experiment 1b) presented on a familiar rather than a random background. Importantly, anodal tDCS significantly reduced/reversed this difference between C adopted for familiar and random backgrounds in both Experiment 1a and 1b without affecting d'. These results contribute to advance our understanding of the tDCS-induced effects on stimulus representation and to the literature regarding the modulation of C. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
在本文中,我们研究了用于模拟感知学习和人脸识别的心理学理论如何用于预测在Fp3位点(在1.5 mA强度下持续10分钟)通过DLPFC传递的节点tDCS调节目标检测任务中的决策标准C(而不是d'])。在两个受试者间实验和双盲实验(n = 112)中,我们研究了受试者在进行目标检测任务时tDCS对C的影响,第一个实验涉及人工棋盘刺激(实验1a),随后是面部刺激(实验1b)。两个实验的结果都表明,在假组/对照组中,当检测在熟悉背景而不是随机背景上呈现的目标图案(实验1a)或人脸(实验1b)时,使用的C值明显更高。重要的是,在实验1a和1b中,在不影响d'的情况下,阳极tDCS显著减少/逆转了在熟悉背景和随机背景下采用的C之间的差异。这些结果有助于我们进一步了解tdcs诱导的刺激表征效应,以及有关c .调制的文献(PsycInfo Database Record (c) 2022 APA,版权所有)。
{"title":"Using transcranial direct current stimulation (tDCS) to influence decision criterion in a target detection paradigm.","authors":"Ciro Civile, Rossy McLaren, Anna Cooke, I P L McLaren","doi":"10.1037/xan0000329","DOIUrl":"https://doi.org/10.1037/xan0000329","url":null,"abstract":"<p><p>In this article we investigate how a psychological theory used to model perceptual learning and face recognition can be used to predict that anodal tDCS delivered over the DLPFC at Fp3 site (for 10 mins duration at 1.5 mA intensity) modulates the decision criterion, <i>C</i>, (and not <i>d</i>-prime [<i>d</i>']) in a target detection task. In two between-subjects and double-blind experiments (<i>n</i> = 112) we examined the tDCS effects on C when subjects were engaged in a target detection task, in the first instance involving artificial checkerboard stimuli (Experiment 1a), and subsequently face stimuli (Experiment 1b). The results from both experiments revealed that in the sham/control groups a significantly higher <i>C</i> was used when detecting a target pattern (Experiment 1a) or face (Experiment 1b) presented on a familiar rather than a random background. Importantly, anodal tDCS significantly reduced/reversed this difference between <i>C</i> adopted for familiar and random backgrounds in both Experiment 1a and 1b without affecting <i>d</i>'. These results contribute to advance our understanding of the tDCS-induced effects on stimulus representation and to the literature regarding the modulation of <i>C</i>. (PsycInfo Database Record (c) 2022 APA, all rights reserved).</p>","PeriodicalId":54259,"journal":{"name":"Journal of Experimental Psychology-Animal Learning and Cognition","volume":" ","pages":"383-395"},"PeriodicalIF":1.3,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40279817","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Byron Crimmins, Thomas J Burton, Molly McNulty, Vincent Laurent, Genevra Hart, Bernard W Balleine
The present article explored the fate of previously formed response-outcome associations when the relation between R and O was disrupted by arranging for O to occur independently of R. In each of three experiments response independent outcome delivery selectively reduced the R earning that O. Nevertheless, in Experiments 1 and 2, the R continued to show sensitivity to outcome devaluation, suggesting that the strength of the R-O association was undiminished by this treatment. These experiments used a two-lever, two-outcome design introducing the possibility that devaluation reflected the influence of specific Pavlovian lever-outcome associations. In an attempt to nullify the influence of these incidental Pavlovian cues Experiment 3 used a single bidirectional vertical lever that rats could press left or right for different outcomes. Again, response-independent outcome presentations selectively depressed the performance of the R that delivered the response-independent O. However, in this situation, the response independent O also reduced the sensitivity of R to outcome devaluation; whereas the nondegraded R was sensitive to devaluation, the degraded R was not. We conclude that selective degradation of the instrumental contingency can weaken a specific R-O association while leaving other R-O associations intact. Furthermore, the use of a bidirectional vertical lever in Experiment 3 revealed that unidirectional and spatially separated instrumental manipulanda, such as levers or chains, may produce Pavlovian cues capable of forming incidental associations with the instrumental outcome that can obscure the relative influence of R-O associations after various manipulations. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
本文探讨了当R和O之间的关系因安排O独立于R发生而被破坏时,先前形成的反应-结果关联的命运。在三个实验中的每个实验中,反应独立的结果传递都选择性地降低了R的收益O。然而,在实验1和2中,R继续表现出对结果贬值的敏感性,这表明这种处理并未减弱R-O关联的强度。这些实验采用双杠杆、双结果设计,引入贬值反映特定巴甫洛夫杠杆-结果关联影响的可能性。为了消除这些偶然的巴甫洛夫线索的影响,实验3使用了一个单一的双向垂直杠杆,老鼠可以向左或向右按压不同的结果。同样,反应独立的结果呈现选择性地抑制了传递反应独立O的R的表现。然而,在这种情况下,反应独立的O也降低了R对结果贬值的敏感性;未退化的R对货币贬值敏感,而退化的R对货币贬值不敏感。我们的结论是,工具偶然性的选择性降解可以削弱特定的R-O关联,同时保持其他R-O关联完整。此外,实验3中双向垂直杠杆的使用表明,单向和空间分离的工具操作(如杠杆或链条)可能产生巴甫洛夫线索,能够与工具结果形成附带关联,从而模糊各种操作后R-O关联的相对影响。(PsycInfo Database Record (c) 2022 APA,版权所有)。
{"title":"Response-independent outcome presentations weaken the instrumental response-outcome association.","authors":"Byron Crimmins, Thomas J Burton, Molly McNulty, Vincent Laurent, Genevra Hart, Bernard W Balleine","doi":"10.1037/xan0000340","DOIUrl":"10.1037/xan0000340","url":null,"abstract":"<p><p>The present article explored the fate of previously formed response-outcome associations when the relation between R and O was disrupted by arranging for O to occur independently of R. In each of three experiments response independent outcome delivery selectively reduced the R earning that O. Nevertheless, in Experiments 1 and 2, the R continued to show sensitivity to outcome devaluation, suggesting that the strength of the R-O association was undiminished by this treatment. These experiments used a two-lever, two-outcome design introducing the possibility that devaluation reflected the influence of specific Pavlovian lever-outcome associations. In an attempt to nullify the influence of these incidental Pavlovian cues Experiment 3 used a single bidirectional vertical lever that rats could press left or right for different outcomes. Again, response-independent outcome presentations selectively depressed the performance of the R that delivered the response-independent O. However, in this situation, the response independent O also reduced the sensitivity of R to outcome devaluation; whereas the nondegraded R was sensitive to devaluation, the degraded R was not. We conclude that selective degradation of the instrumental contingency can weaken a specific R-O association while leaving other R-O associations intact. Furthermore, the use of a bidirectional vertical lever in Experiment 3 revealed that unidirectional and spatially separated instrumental manipulanda, such as levers or chains, may produce Pavlovian cues capable of forming incidental associations with the instrumental outcome that can obscure the relative influence of R-O associations after various manipulations. (PsycInfo Database Record (c) 2022 APA, all rights reserved).</p>","PeriodicalId":54259,"journal":{"name":"Journal of Experimental Psychology-Animal Learning and Cognition","volume":" ","pages":"396-412"},"PeriodicalIF":1.2,"publicationDate":"2022-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40657698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jérémie Jozefowiez, Gonzalo P Urcelay, Ralph R Miller
In a signal detection theory approach to associative learning, the perceived (i.e., subjective) contingency between a cue and an outcome is a random variable drawn from a Gaussian distribution. At the end of the sequence, participants report a positive cue-outcome contingency provided the subjective contingency is above some threshold. Some researchers have suggested that the mean of the subjective contingency distributions and the threshold are controlled by different variables. The present data provide empirical support for this claim. In three experiments, participants were exposed to rapid streams of trials at the end of which they had to indicate whether a target outcome O1 was more likely following a target cue X. Interfering treatments were incorporated in some streams to impend participants' ability to identify the objective X-O1 contingency: interference trials (X was paired with an irrelevant outcome O2), nonreinforced trials (X was presented alone), plus control trials (an irrelevant cue W was paired with O2). Overall, both interference and nonreinforced trials impaired participants' sensitivity to the contingencies as measured by signal detection theory's d', but they also enhanced detection of positive contingencies through a cue density effect, with nonreinforced trials being more susceptible to this effect than interference trials. These results are explicable if one assumes interference and nonreinforced trials impact the mean of the associative strength distribution, while the cue density influences the threshold. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
在联合学习的信号检测理论方法中,线索和结果之间的感知(即主观)偶然性是从高斯分布中抽取的随机变量。在序列的最后,参与者报告了一个积极的线索-结果偶然性,前提是主观偶然性高于某个阈值。一些研究者认为主观偶然性分布的均值和阈值是由不同的变量控制的。目前的数据为这一说法提供了实证支持。在三个实验中,参与者被暴露在快速的实验流中,最后他们必须指出目标结果O1是否更有可能跟随目标线索X。干扰处理被纳入一些流中,以影响参与者识别客观X-O1偶然性的能力:干扰试验(X与不相关的结果O2配对),非强化试验(X单独呈现),加上对照试验(不相关的线索W与O2配对)。总体而言,干扰试验和非强化试验都削弱了参与者对偶然事件的敏感性,这是用信号检测理论的d'来衡量的,但它们也通过线索密度效应增强了对积极偶然事件的检测,非强化试验比干扰试验更容易受到这种效应的影响。如果假设干扰和非强化试验影响联想强度分布的平均值,而线索密度影响阈值,那么这些结果是可以解释的。(PsycInfo Database Record (c) 2022 APA,版权所有)。
{"title":"Signal detection analysis of contingency assessment: Associative interference and nonreinforcement impact cue-outcome contingency sensitivity, whereas cue density affects bias.","authors":"Jérémie Jozefowiez, Gonzalo P Urcelay, Ralph R Miller","doi":"10.1037/xan0000334","DOIUrl":"https://doi.org/10.1037/xan0000334","url":null,"abstract":"<p><p>In a signal detection theory approach to associative learning, the perceived (i.e., subjective) contingency between a cue and an outcome is a random variable drawn from a Gaussian distribution. At the end of the sequence, participants report a positive cue-outcome contingency provided the subjective contingency is above some threshold. Some researchers have suggested that the mean of the subjective contingency distributions and the threshold are controlled by different variables. The present data provide empirical support for this claim. In three experiments, participants were exposed to rapid streams of trials at the end of which they had to indicate whether a target outcome O1 was more likely following a target cue X. Interfering treatments were incorporated in some streams to impend participants' ability to identify the objective X-O1 contingency: interference trials (X was paired with an irrelevant outcome O2), nonreinforced trials (X was presented alone), plus control trials (an irrelevant cue W was paired with O2). Overall, both interference and nonreinforced trials impaired participants' sensitivity to the contingencies as measured by signal detection theory's d', but they also enhanced detection of positive contingencies through a cue density effect, with nonreinforced trials being more susceptible to this effect than interference trials. These results are explicable if one assumes interference and nonreinforced trials impact the mean of the associative strength distribution, while the cue density influences the threshold. (PsycInfo Database Record (c) 2022 APA, all rights reserved).</p>","PeriodicalId":54259,"journal":{"name":"Journal of Experimental Psychology-Animal Learning and Cognition","volume":"48 3","pages":"190-202"},"PeriodicalIF":1.3,"publicationDate":"2022-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10232211/pdf/nihms-1899390.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9731928","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Jesús Sánchez, Dominic M Dwyer, Robert C Honey, Isabel de Brugada
Exposure to two similar stimuli (AX and BX; e.g., two tastes) reduces the extent to which a conditioned response later established to BX generalizes to AX. This example of perceptual learning is more evident when AX and BX are exposed in an alternating manner (AX, BX, AX, BX,…) than when AX and BX occur in separate blocks (e.g., AX, AX,…BX, BX,…). We examined in male rats (N = 126) the impact of rapid alternation to AX and BX on generalization of a taste aversion from BX to AX. Experiment 1 showed that such alternating presentations (with 5-min intervals between AX and BX) reduced generalization relative to blocked exposure; but only as assessed by consumption levels and not by lick cluster size (an index of hedonic reactions). Experiment 1 also showed that the nature of exposure did not affect how A influenced performance to a novel conditioned taste, Y. Experiment 2 replicated the pattern of results involving the different influences of rapidly alternating and blocked exposure on generalization from BX to AX, and showed that this effect was only evident when rats received access to water during the 5-min intervals between AX and BX. These results reinforce parallels between perceptual learning effects in rats and humans, both at empirical and theoretical levels. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
{"title":"Perceptual learning after rapidly alternating exposure to taste compounds: Assessment with different indices of generalization.","authors":"Jesús Sánchez, Dominic M Dwyer, Robert C Honey, Isabel de Brugada","doi":"10.1037/xan0000333","DOIUrl":"https://doi.org/10.1037/xan0000333","url":null,"abstract":"<p><p>Exposure to two similar stimuli (AX and BX; e.g., two tastes) reduces the extent to which a conditioned response later established to BX generalizes to AX. This example of perceptual learning is more evident when AX and BX are exposed in an alternating manner (AX, BX, AX, BX,…) than when AX and BX occur in separate blocks (e.g., AX, AX,…BX, BX,…). We examined in male rats (N = 126) the impact of rapid alternation to AX and BX on generalization of a taste aversion from BX to AX. Experiment 1 showed that such alternating presentations (with 5-min intervals between AX and BX) reduced generalization relative to blocked exposure; but only as assessed by consumption levels and not by lick cluster size (an index of hedonic reactions). Experiment 1 also showed that the nature of exposure did not affect how A influenced performance to a novel conditioned taste, Y. Experiment 2 replicated the pattern of results involving the different influences of rapidly alternating and blocked exposure on generalization from BX to AX, and showed that this effect was only evident when rats received access to water during the 5-min intervals between AX and BX. These results reinforce parallels between perceptual learning effects in rats and humans, both at empirical and theoretical levels. (PsycInfo Database Record (c) 2022 APA, all rights reserved).</p>","PeriodicalId":54259,"journal":{"name":"Journal of Experimental Psychology-Animal Learning and Cognition","volume":" ","pages":"169-178"},"PeriodicalIF":1.3,"publicationDate":"2022-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40624473","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
David W Ng, Jessica C Lee, Brett K Hayes, Peter F Lovibond
A challenge for generalization models is to specify how excitation generated from a CS+ (i.e., positive evidence) should interact with inhibition from a CS- (i.e., negative evidence) to produce generalized responding. Empirically, many generalization phenomena are consistent with the monotonicity principle, which states that additional positive evidence should increase generalized responding, whereas additional negative evidence should decrease responding. However, a recent study (Lee et al.,, 2019) demonstrated that additional negative evidence can sometimes increase generalization, in direct contrast to animal data and associative accounts of generalization. The current study investigated whether a similar effect could be found in a symmetrical intradimensional discrimination procedure with two sources of negative evidence (CS-s) located on each side of a CS+. In three experiments, we compared generalization along a green-blue dimension between one group of participants who learned that an aqua-colored shape (CS+) predicted an outcome (Single Positive group) with another group who also learned that both a slightly greener and a slightly bluer shape led to no outcome (Double Negative group). Experiments 1A and 1B showed no effect of the additional negative evidence in increasing generalization around the CS+. However, changing a stimulus feature at test (shape) resulted in a higher gradient peak in the Double Negative group relative to the Single Positive group in Experiment 2. Although this result violates the monotonicity principle, an extended version of Blough's (1975) model applying cue competition to multiple stimulus dimensions (i.e., shape and color) successfully replicated the group differences. Our results suggest that associative mechanisms can account for some instances in which negative evidence increases generalization. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
泛化模型面临的一个挑战是,具体说明由CS+(即积极证据)产生的激励如何与CS-(即消极证据)产生的抑制相互作用,以产生泛化反应。从经验上看,许多泛化现象符合单调性原则,即额外的积极证据应该增加泛化反应,而额外的消极证据应该减少反应。然而,最近的一项研究(Lee et al., 2019)表明,额外的负面证据有时会增加泛化,这与动物数据和泛化的相关描述直接相反。目前的研究调查了是否可以在对称的内维歧视过程中发现类似的效应,其中两个负面证据来源(CS-s)位于CS+的每一侧。在三个实验中,我们比较了一组参与者在绿-蓝维度上的泛化,一组参与者学习了水色形状(CS+)预测结果(单一积极组),另一组参与者也学习了稍微绿色和稍微蓝色的形状导致没有结果(双重消极组)。实验1A和1B没有发现额外的负面证据对CS+周围的泛化增加有影响。然而,在实验2中,在测试中改变刺激特征(形状)导致双负组相对于单正组的梯度峰值更高。尽管这一结果违反了单调性原则,但Blough(1975)模型的扩展版本将线索竞争应用于多个刺激维度(即形状和颜色),成功地复制了群体差异。我们的研究结果表明,联想机制可以解释某些情况下,负面证据增加概括。(PsycInfo Database Record (c) 2022 APA,版权所有)。
{"title":"Generalization following symmetrical intradimensional discrimination training.","authors":"David W Ng, Jessica C Lee, Brett K Hayes, Peter F Lovibond","doi":"10.1037/xan0000327","DOIUrl":"https://doi.org/10.1037/xan0000327","url":null,"abstract":"<p><p>A challenge for generalization models is to specify how excitation generated from a CS+ (i.e., positive evidence) should interact with inhibition from a CS- (i.e., negative evidence) to produce generalized responding. Empirically, many generalization phenomena are consistent with the monotonicity principle, which states that additional positive evidence should increase generalized responding, whereas additional negative evidence should decrease responding. However, a recent study (Lee et al.,, 2019) demonstrated that additional negative evidence can sometimes increase generalization, in direct contrast to animal data and associative accounts of generalization. The current study investigated whether a similar effect could be found in a symmetrical intradimensional discrimination procedure with two sources of negative evidence (CS-s) located on each side of a CS+. In three experiments, we compared generalization along a green-blue dimension between one group of participants who learned that an aqua-colored shape (CS+) predicted an outcome (Single Positive group) with another group who also learned that both a slightly greener and a slightly bluer shape led to no outcome (Double Negative group). Experiments 1A and 1B showed no effect of the additional negative evidence in increasing generalization around the CS+. However, changing a stimulus feature at test (shape) resulted in a higher gradient peak in the Double Negative group relative to the Single Positive group in Experiment 2. Although this result violates the monotonicity principle, an extended version of Blough's (1975) model applying cue competition to multiple stimulus dimensions (i.e., shape and color) successfully replicated the group differences. Our results suggest that associative mechanisms can account for some instances in which negative evidence increases generalization. (PsycInfo Database Record (c) 2022 APA, all rights reserved).</p>","PeriodicalId":54259,"journal":{"name":"Journal of Experimental Psychology-Animal Learning and Cognition","volume":" ","pages":"179-189"},"PeriodicalIF":1.3,"publicationDate":"2022-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40624474","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Bridging associative and normative theories of animal learning, I show that an associative system can behave as if performing probabilistic inference by using the function f(V) = 1 - e-cV to transform associative strengths (V) into response probabilities. For example, using this function, an associative system can respond normatively to a compound stimulus AB, given previous separate experiences with the components A and B. The CR probability formulae that result from the proposed function have a normative interpretation in terms of statistical decision theory. The formulae also suggest a normative interpretation of stimulus generalization as a heuristic to infer whether different stimuli are likely to convey redundant or independent information about reinforcement. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
通过连接动物学习的关联理论和规范理论,我展示了一个关联系统可以表现得就像通过使用函数f(V) = 1 - e-cV将关联强度(V)转换为响应概率来进行概率推理一样。例如,使用这个函数,一个关联系统可以对复合刺激AB做出规范的响应,给定之前对组件a和b的单独经验。从所提出的函数中得出的CR概率公式在统计决策理论方面具有规范的解释。该公式还提出了刺激泛化的规范解释,作为一种启发式方法来推断不同的刺激是否可能传达有关强化的冗余或独立信息。(PsycInfo Database Record (c) 2022 APA,版权所有)。
{"title":"A response function that maps associative strengths to probabilities.","authors":"Stefano Ghirlanda","doi":"10.1037/xan0000322","DOIUrl":"https://doi.org/10.1037/xan0000322","url":null,"abstract":"<p><p>Bridging associative and normative theories of animal learning, I show that an associative system can behave as if performing probabilistic inference by using the function <i>f</i>(<i>V</i>) = 1 - <i>e<sup>-cV</sup></i> to transform associative strengths (<i>V</i>) into response probabilities. For example, using this function, an associative system can respond normatively to a compound stimulus <i>AB</i>, given previous separate experiences with the components <i>A</i> and <i>B</i>. The CR probability formulae that result from the proposed function have a normative interpretation in terms of statistical decision theory. The formulae also suggest a normative interpretation of stimulus generalization as a heuristic to infer whether different stimuli are likely to convey redundant or independent information about reinforcement. (PsycInfo Database Record (c) 2022 APA, all rights reserved).</p>","PeriodicalId":54259,"journal":{"name":"Journal of Experimental Psychology-Animal Learning and Cognition","volume":"48 3","pages":"161-168"},"PeriodicalIF":1.3,"publicationDate":"2022-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9324335","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Learning permits even relatively uninteresting stimuli to capture attention if they are established as predictors of important outcomes. Associative theories explain this "learned predictiveness" effect by positing that attention is a function of the relative strength of the association between stimuli and outcomes. In three experiments we show that this explanation is incomplete: learned overt visual-attention is not a function of the relative strength of the association between stimuli and an outcome. In three experiments, human participants were exposed to triplets of stimuli that comprised (a) a target (that defined correct responding), (b) a stimulus that was perfectly correlated with the presentation of the target, and (c) a stimulus that was uncorrelated with the presentation of the target. Participants' knowledge of the associative relationship between the correlated or uncorrelated stimuli and the target was always good. However, eye-tracking revealed that an attentional bias toward the correlated stimulus only developed when it and target-relevant responding preceded the target stimulus. We propose a framework in which attentional changes are modulated during learning as a function the relative strength of the association between stimuli and the task-relevant response, rather than an association between stimuli and the task-relevant outcome. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
学习允许即使是相对无趣的刺激也能吸引注意力,如果它们被确定为重要结果的预测因素。联想理论通过假设注意力是刺激和结果之间的相对关联强度的函数来解释这种“习得性预测”效应。在三个实验中,我们证明了这种解释是不完整的:习得的显性视觉注意并不是刺激物和结果之间的相对关联强度的函数。在三个实验中,人类参与者暴露于三组刺激,包括(a)目标(定义正确反应),(b)与目标呈现完全相关的刺激,以及(c)与目标呈现不相关的刺激。被试对相关或不相关刺激与目标之间的关联关系的认知总是良好的。然而,眼球追踪显示,只有当相关刺激和目标相关反应先于目标刺激时,才会出现对相关刺激的注意偏倚。我们提出了一个框架,在这个框架中,学习过程中的注意力变化是作为刺激和任务相关反应之间的相对关联强度的函数来调节的,而不是刺激和任务相关结果之间的关联。(PsycInfo Database Record (c) 2022 APA,版权所有)。
{"title":"The role of prediction in learned predictiveness.","authors":"Carla J Eatherington, Mark Haselgrove","doi":"10.1037/xan0000330","DOIUrl":"https://doi.org/10.1037/xan0000330","url":null,"abstract":"<p><p>Learning permits even relatively uninteresting stimuli to capture attention if they are established as predictors of important outcomes. Associative theories explain this \"learned predictiveness\" effect by positing that attention is a function of the relative strength of the association between stimuli and outcomes. In three experiments we show that this explanation is incomplete: learned overt visual-attention is not a function of the relative strength of the association between stimuli and an outcome. In three experiments, human participants were exposed to triplets of stimuli that comprised (a) a target (that defined correct responding), (b) a stimulus that was perfectly correlated with the presentation of the target, and (c) a stimulus that was uncorrelated with the presentation of the target. Participants' knowledge of the associative relationship between the correlated or uncorrelated stimuli and the target was always good. However, eye-tracking revealed that an attentional bias toward the correlated stimulus only developed when it and target-relevant responding preceded the target stimulus. We propose a framework in which attentional changes are modulated during learning as a function the relative strength of the association between stimuli and the task-relevant response, rather than an association between stimuli and the task-relevant outcome. (PsycInfo Database Record (c) 2022 APA, all rights reserved).</p>","PeriodicalId":54259,"journal":{"name":"Journal of Experimental Psychology-Animal Learning and Cognition","volume":" ","pages":"203-221"},"PeriodicalIF":1.3,"publicationDate":"2022-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9310352/pdf/","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"40647361","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2022-07-01Epub Date: 2022-04-21DOI: 10.1037/xan0000323
Cody W Polack, Ralph R Miller
Taking a test of previously studied material has been shown to improve long-term subsequent test performance in a large variety of well controlled experiments with both human and nonhuman subjects. This phenomenon is called the testing effect. The promise that this benefit has for the field of education has biased research efforts to focus on applied instances of the testing effect relative to efforts to provide detailed accounts of the effect. Moreover, the phenomenon and its theoretical implications have gone largely unacknowledged in the basic associative learning literature, which historically and currently focuses primarily on the role of information processing at the time of acquisition while ignoring the role of processing at the time of testing. Learning is still widely considered to be something that happens during initial training, prior to testing, and tests are viewed as merely assessments of learning. However, the additional processing that occurs during testing has been shown to be relevant for future performance. The present review offers an introduction to the historical development, application, and modern issues regarding the role of testing as a learning opportunity (i.e., the testing effect). We conclude that the testing effect is seen to be sufficiently robust across tasks and parameters to serve as a compelling challenge for theories of learning to address. Our hope is that this review will inspire new research, particularly with nonhuman subjects, aimed at identifying the basic underlying mechanisms which are engaged during retrieval processes and will fuel new thinking about the learning-performance distinction. (PsycInfo Database Record (c) 2022 APA, all rights reserved).
{"title":"Testing improves performance as well as assesses learning: A review of the testing effect with implications for models of learning.","authors":"Cody W Polack, Ralph R Miller","doi":"10.1037/xan0000323","DOIUrl":"10.1037/xan0000323","url":null,"abstract":"<p><p>Taking a test of previously studied material has been shown to improve long-term subsequent test performance in a large variety of well controlled experiments with both human and nonhuman subjects. This phenomenon is called the <i>testing effect</i>. The promise that this benefit has for the field of education has biased research efforts to focus on applied instances of the testing effect relative to efforts to provide detailed accounts of the effect. Moreover, the phenomenon and its theoretical implications have gone largely unacknowledged in the basic associative learning literature, which historically and currently focuses primarily on the role of information processing at the time of acquisition while ignoring the role of processing at the time of testing. Learning is still widely considered to be something that happens during initial training, prior to testing, and tests are viewed as merely assessments of learning. However, the additional processing that occurs during testing has been shown to be relevant for future performance. The present review offers an introduction to the historical development, application, and modern issues regarding the role of testing as a learning opportunity (i.e., the testing effect). We conclude that the testing effect is seen to be sufficiently robust across tasks and parameters to serve as a compelling challenge for theories of learning to address. Our hope is that this review will inspire new research, particularly with nonhuman subjects, aimed at identifying the basic underlying mechanisms which are engaged during retrieval processes and will fuel new thinking about the learning-performance distinction. (PsycInfo Database Record (c) 2022 APA, all rights reserved).</p>","PeriodicalId":54259,"journal":{"name":"Journal of Experimental Psychology-Animal Learning and Cognition","volume":"48 3","pages":"222-241"},"PeriodicalIF":1.2,"publicationDate":"2022-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10229024/pdf/nihms-1899382.pdf","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"9785698","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
{"title":"Supplemental Material for The Learning Curve, Revisited","authors":"","doi":"10.1037/xan0000331.supp","DOIUrl":"https://doi.org/10.1037/xan0000331.supp","url":null,"abstract":"","PeriodicalId":54259,"journal":{"name":"Journal of Experimental Psychology-Animal Learning and Cognition","volume":"1 1","pages":""},"PeriodicalIF":1.3,"publicationDate":"2022-06-20","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"44859052","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":4,"RegionCategory":"心理学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}