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Statistical Word Learning is a Continuous Process: Evidence from the Human Simulation Paradigm. 统计词汇学习是一个持续的过程:来自人类模拟范例的证据
Yayun Zhang, Daniel Yurovsky, Chen Yu

In the word-learning domain, both adults and young children are able to find the correct referent of a word from highly ambiguous contexts that involve many words and objects by computing distributional statistics across the co-occurrences of words and referents at multiple naming moments (Yu & Smith, 2007; Smith & Yu, 2008). However, there is still debate regarding how learners accumulate distributional information to learn object labels in natural learning environments, and what underlying learning mechanism learners are most likely to adopt. Using the Human Simulation Paradigm (Gillette, Gleitman, Gleitman & Lederer, 1999), we found that participants' learning performance gradually improved and that their ability to remember and carry over partial knowledge from past learning instances facilitated subsequent learning. These results support the statistical learning model that word learning is a continuous process.

在单词学习领域,成人和幼儿都能够通过计算单词和指代物在多个命名时刻共同出现的分布统计数据,从涉及许多单词和物体的高度模糊语境中找到单词的正确指代物(Yu & Smith, 2007; Smith & Yu, 2008)。然而,关于学习者如何在自然学习环境中积累分布信息以学习对象标签,以及学习者最有可能采用的基本学习机制,仍存在争议。通过使用人类模拟范式(Gillette, Gleitman, Gleitman & Lederer, 1999),我们发现参与者的学习成绩逐渐提高,而且他们记忆和继承过去学习实例中部分知识的能力促进了后续学习。这些结果支持统计学习模型,即单词学习是一个持续的过程。
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引用次数: 0
Visual-motor coordination in natural reaching of young children and adults. 幼儿和成人自然伸手时的视觉运动协调。
John M Franchak, Chen Yu

The current study investigated eye-hand coordination in natural reaching. We asked whether the speed of reaching related to the quality of visual information obtained by young children and adults. Participants played with objects on a table while their eye and hand movements were recorded. We developed new techniques to find reaching events in natural activity and to determine how closely participants aligned gaze to objects while reaching. Reaching speed and eye alignment were related for adults but not for children. These results suggest that adults but not children adapt reaching movements according to the quality of visual information (or vice-versa) during natural activity. We discuss possibilities for why this coordination was not observed in children.

本研究调查了自然伸手过程中的眼手协调。我们的问题是,伸手的速度是否与幼儿和成人获得的视觉信息的质量有关。参与者一边玩桌上的物品,一边记录他们的眼部和手部动作。我们开发了新的技术来发现自然活动中的伸手事件,并确定参与者在伸手时将目光对准物体的紧密程度。成人的伸手速度与眼睛的对准有关,而儿童则无关。这些结果表明,在自然活动中,成人(而非儿童)会根据视觉信息的质量来调整伸手动作(反之亦然)。我们讨论了为什么在儿童身上观察不到这种协调的可能性。
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引用次数: 0
Linking Joint Attention with Hand-Eye Coordination - A Sensorimotor Approach to Understanding Child-Parent Social Interaction. 将共同注意力与手眼协调联系起来--用感觉运动方法理解儿童与父母的社交互动。
Chen Yu, Linda B Smith

An understanding of human collaboration requires a level of analysis that concentrates on sensorimotor behaviors in which the behaviors of social partners continually adjust to and influence each other. A suite of individual differences in partners' ability to both read the social cues of others and to send effective behavioral cues to others create dyad differences in joint attention and joint action. The present paper shows that infant and dyad differences in hand-eye coordination predict dyad differences in joint attention. In the study reported here, 51 toddlers and their parents wore head-mounted eye-trackers as they played together with objects. This method allowed us to track the gaze direction of each participant to determine when they attended to the same object. We found that physically active toddlers align their looking behavior with their parent, and achieve a high proportion of time spent jointly attending to the same object in toy play. However, joint attention bouts in toy play don't depend on gaze following but rather on the coordination of gaze with hand actions on objects. Both infants and parents attend to their partner's object manipulations and in so doing fixate the object visually attended by their partner. Thus, the present results provide evidence for another pathway to joint attention - hand following instead of gaze following. Moreover, dyad differences in joint attention are associated with dyad differences in hand following, and specifically parents' and infants' manual activities on objects and the within- and between-partner coordination of hands and eyes during parent-infant interactions. In particular, infants' manual actions on objects play a critical role in organizing parent-infant joint attention to an object.

要了解人类的协作,就必须从感知运动行为的层面进行分析,而在感知运动行为中,社会伙伴的行为会不断调整并相互影响。伙伴们在解读他人的社交暗示和向他人发出有效行为暗示的能力上存在一系列个体差异,这就造成了共同注意和共同行动方面的双人差异。本论文表明,婴儿和伴侣在手眼协调方面的差异可以预测伴侣在共同注意方面的差异。在本文报告的研究中,51 名幼儿和他们的父母在一起玩耍时佩戴了头戴式眼动追踪器。通过这种方法,我们可以追踪每位参与者的注视方向,从而确定他们何时注意同一物体。我们发现,身体活跃的幼儿会与父母保持一致的注视行为,在玩具游戏中共同关注同一物体的时间比例很高。然而,玩具游戏中的共同关注并不取决于目光的追随,而是取决于目光与手部动作在物体上的协调。婴儿和父母都会关注同伴对物体的操作,并在此过程中将同伴视觉关注的物体固定下来。因此,本研究结果证明了联合注意的另一种途径--手的跟随而非目光的跟随。此外,共同注意的双亲差异还与手部跟随的双亲差异有关,特别是父母和婴儿对物体的手动活动,以及父母与婴儿互动过程中手部和眼部在双亲内部和双亲之间的协调。特别是,婴儿对物体的手动操作在组织父母和婴儿对物体的共同注意方面起着至关重要的作用。
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引用次数: 0
The Psychophysics of Algebra Expertise: Mathematics Perceptual Learning Interventions Produce Durable Encoding Changes. 代数专业知识的心理物理学:数学知觉学习干预产生持久的编码变化。
Carolyn A Bufford, Everett Mettler, Emma H Geller, Philip J Kellman

Mathematics requires thinking but also pattern recognition. Recent research indicates that perceptual learning (PL) interventions facilitate discovery of structure and recognition of patterns in mathematical domains, as assessed by tests of mathematical competence. Here we sought direct evidence that a brief perceptual learning module (PLM) produces changes in basic information extraction. Accuracy and speed of undergraduate participants' encoding of equations was assessed in a psychophysical task at pretest and delayed posttest. In between, the experimental group completed an Algebraic Transformations PLM, which involved identifying valid transformations of equations. Relative to controls, PLM participants showed reliable changes in encoding equations, detectable psychophysically 24 hours later. Encoding improvements were shown robustly by participants who were initially less proficient at algebra and were negligible for participants who were initially proficient. These results provide direct evidence for durable changes in information encoding produced by a PL intervention targeting a complex mathematical skill.

数学需要思考,但也需要模式识别。最近的研究表明,通过数学能力测试,感知学习(PL)干预有助于发现数学领域的结构和模式识别。在这里,我们寻找直接证据,证明一个简短的感知学习模块(PLM)会产生基本信息提取的变化。在前测和延迟后测的心理物理任务中,对大学生方程编码的准确性和速度进行了评估。在此期间,实验组完成了代数变换PLM,其中涉及识别方程的有效变换。与对照组相比,PLM参与者在编码方程上表现出可靠的变化,24小时后可在心理物理上检测到。编码方面的改进在最初不太精通代数的参与者中表现得很明显,而在最初精通代数的参与者中则可以忽略不计。这些结果为针对复杂数学技能的PL干预所产生的信息编码的持久变化提供了直接证据。
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引用次数: 0
Organizing the space and behavior of semantic models. 组织语义模型的空间和行为。
Timothy N Rubin, Brent Kievit-Kylar, Jon A Willits, Michael N Jones

Semantic models play an important role in cognitive science. These models use statistical learning to model word meanings from co-occurrences in text corpora. A wide variety of semantic models have been proposed, and the literature has typically emphasized situations in which one model outperforms another. However, because these models often vary with respect to multiple sub-processes (e.g., their normalization or dimensionality-reduction methods), it can be difficult to delineate which of these processes are responsible for observed performance differences. Furthermore, the fact that any two models may vary along multiple dimensions makes it difficult to understand where these models fall within the space of possible psychological theories. In this paper, we propose a general framework for organizing the space of semantic models. We then illustrate how this framework can be used to understand model comparisons in terms of individual manipulations along sub-processes. Using several artificial datasets we show how both representational structure and dimensionality-reduction influence a model's ability to pick up on different types of word relationships.

语义模型在认知科学中占有重要地位。这些模型使用统计学习来模拟文本语料库中共现词的含义。已经提出了各种各样的语义模型,并且文献通常强调一个模型优于另一个模型的情况。然而,由于这些模型经常因多个子过程(例如,它们的规范化或降维方法)而变化,因此很难描述这些过程中的哪一个负责观察到的性能差异。此外,任何两个模型都可能沿着多个维度变化,这一事实使得很难理解这些模型在可能的心理学理论空间中的位置。本文提出了一个组织语义模型空间的通用框架。然后,我们将说明如何使用此框架来根据子流程中的单个操作来理解模型比较。使用几个人工数据集,我们展示了表征结构和降维如何影响模型选择不同类型单词关系的能力。
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引用次数: 0
The Interplay between Feature-Saliency and Feedback Information in Visual Category Learning Tasks. 视觉类别学习任务中特征显著性与反馈信息的相互作用。
Rubi Hammer, Vladimir Sloutsky, Kalanit Grill-Spector

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.

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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引用次数: 0
Modeling Response Times in the Go/No-Go Discrimination Task. Go/No-Go区分任务的响应时间建模。
Jennifer S Trueblood, Michael J Endres, Jerome R Busemeyer, Peter R Finn

The work presented here uses a simple stochastic model as a cognitive psychometric tool for analyzing response time data in the Go/No-Go Discrimination task with motivationally distinct conditions. The parameters of the model inform us of underlying cognitive mechanisms because they have an established psychological meaning and allow us to quantify a subjects ability and response caution. Using these model parameters, we focus on the differences between subjects with varying degrees of substance abuse and antisocial behavioral disorders and show that there are reliable differences between the decision mechanisms of these subjects. Using data from executive working memory tasks, we postulate that these differences in cognitive processes might be due to differences in working memory capacity. Ultimately, we show that formal cognitive modeling has the potential to provide valuable insights into clinical phenomena that cannot be captured by traditional data analysis techniques.

本文采用一个简单的随机模型作为认知心理测量工具,分析动机不同条件下Go/No-Go Discrimination任务的反应时间数据。模型的参数告诉我们潜在的认知机制,因为它们具有既定的心理学意义,并允许我们量化受试者的能力和反应谨慎。利用这些模型参数,我们重点研究了不同程度药物滥用和反社会行为障碍被试之间的差异,并表明这些被试的决策机制之间存在可靠的差异。利用执行工作记忆任务的数据,我们假设这些认知过程的差异可能是由于工作记忆容量的差异。最终,我们表明,正式的认知建模有潜力为传统数据分析技术无法捕获的临床现象提供有价值的见解。
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引用次数: 0
When Hearing Lips and Seeing Voices Becomes Perceiving Speech: Auditory-Visual Integration in Lexical Access. 当 "听唇语 "和 "看声音 "变成了 "感知语音":听觉-视觉整合在词汇获取中的作用。
Rachel Ostrand, Sheila E Blumstein, James L Morgan

In the McGurk Effect, a visual stimulus can affect the perception of an auditory signal, suggesting integration of the auditory and visual streams. However, it is unclear when in speech processing this auditory-visual integration occurs. The present study used a semantic priming paradigm to investigate whether integration occurs before, during, or after access of the lexical-semantic network. Semantic associates of the un-integrated auditory signal were activated when the auditory stream was a word, while semantic associates of the integrated McGurk percept (a real word) were activated when the auditory signal was a nonword. These results suggest that the temporal relationship between lexical access and integration depends on the lexicality of the auditory stream.

在麦格克效应(McGurk Effect)中,视觉刺激会影响听觉信号的感知,这表明听觉流和视觉流已经融合。然而,目前还不清楚这种听觉-视觉整合在语音处理过程中何时发生。本研究使用语义引物范式来研究整合是发生在词汇-语义网络进入之前、期间还是之后。当听觉信号流是一个单词时,未整合的听觉信号的语义关联被激活,而当听觉信号是一个非单词时,整合的麦格克感知(一个真正的单词)的语义关联被激活。这些结果表明,词汇访问和整合之间的时间关系取决于听觉流的词汇性。
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引用次数: 0
Toward a Language-General Account of Word Production: The Proximate Units Principle. 走向词产生的语言概论:近似单位原则。
Padraig G O'Seaghdha, Jenn-Yeu Chen

Theories of language production are monolingual but the world is multilingual. In the domain of word-form encoding, it is clear that languages rely differentially on different phonological units, challenging the generality of the monolingual theories. To address this, we propose the proximate units principle, which holds that the initial selection of sub-lexical phonological units (syllables, morae, phonemic segments, etc) is crucial both to understanding language specific processing, and to identifying what is language general in word production. We define proximate units and the role they play in speech planning and execution. The proximate units principle is consistent with much of what is already known about word form encoding across languages but also makes new predictions and can bring greater clarity to interpretations of experimental and speech error data.

语言生产理论是单一语言的,但世界是多语言的。在词形编码领域,很明显,语言对不同音位单位的依赖是不同的,这挑战了单语理论的普遍性。为了解决这个问题,我们提出了近似单位原则,该原则认为,亚词汇音位单位(音节、音位、音位段等)的初始选择对于理解语言的特定加工和识别单词生成中的语言共性至关重要。我们定义了近似单位及其在言语计划和执行中所起的作用。近似单位原则与许多已知的跨语言的词形编码一致,但也做出了新的预测,可以更清晰地解释实验和语音错误数据。
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引用次数: 0
Integration of Facial Information is Sub-Optimal. 面部信息整合不够理想。
Jason M Gold, Bosco S Tjan, Megan Shotts

How efficiently do we combine information across facial features when recognizing a face? Previous studies have suggested that the perception of a face is not simply the result of an independent analysis of individual facial features, but instead involves a coding of the relationships amongst features. This additional coding of the relationships amongst features is thought to enhance our ability to recognize a face. In our experiments, we tested whether an observer's ability to recognize a face is in fact better than what one would expect from their ability to recognize the individual facial features in isolation. We tested this by using a psychophysical summation-at-threshold technique that has been used extensively to measure how efficiently observers integrate information across spatial locations and spatial frequencies. Surprisingly, we found that observers integrated information across facial features less efficiently than would be predicted by their ability to recognize the individual parts.

在识别人脸时,我们是如何有效地结合面部特征信息的?以往的研究表明,对人脸的感知并不仅仅是对单个面部特征进行独立分析的结果,而是涉及到对各特征之间关系的编码。这种对特征间关系的额外编码被认为能提高我们识别人脸的能力。在我们的实验中,我们测试了观察者识别人脸的能力是否真的比他们单独识别单个面部特征的能力更强。我们使用了心理物理阈值求和技术来测试这一点,该技术已被广泛用于测量观察者如何有效地整合跨空间位置和空间频率的信息。令人惊讶的是,我们发现观察者整合面部特征信息的效率低于他们识别单个部分的能力。
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引用次数: 0
期刊
CogSci ... Annual Conference of the Cognitive Science Society. Cognitive Science Society (U.S.). Conference
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