Signal Detection Theory

信号检测理论
  • 文章类型: Journal Article
    研究人员对高配错误的原因提出异议,低NoGo目标检测任务,比如持续关注响应任务(SART)。一些研究人员认为SART中的错误是由于感知解耦,参与者不知道刺激身份。这种缺乏外部意识会导致错误的反应。其他研究人员认为,SART中的大多数错误是由于反应宽大处理,不是感知脱钩。响应延迟可能会使最初不知道刺激身份的参与者,感知解耦,意识到刺激的身份,或在感知上重新耦合。如果,然而,将刺激呈现时间缩短到刺激识别所需的最小值,并且用结构化的掩模破坏刺激,那么即使有反应延迟,也应该没有时间使感知重新耦合。从感知脱钩的角度来看,在这种情况下,响应延迟对性能没有影响。或者,如果响应偏差是关键的,即使在这种情况下,响应延迟也可能影响性能。在这项研究中,我们缩短了刺激呈现时间,并增加了一个结构化的面具。我们检查了响应延迟是否影响SART和SART响应格式反转的任务的性能。我们预计响应延迟只会影响信号检测理论偏差,C,在SART中,回应宽大处理是一个问题。在反向格式化的SART中,由于偏见预计不会宽大处理,我们预计反应延迟对反应偏差没有影响或影响最小.这些预测得到了验证。响应偏差在理解SART性能方面更为重要,而不是感知解耦,如果它发生在SART中,这是罕见的。
    Researchers dispute the cause of errors in high Go, low No Go target detection tasks, like the Sustained Attention to Response Task (SART). Some researchers propose errors in the SART are due to perceptual decoupling, where a participant is unaware of stimulus identity. This lack of external awareness causes an erroneous response. Other researchers suggest the majority of the errors in the SART are instead due to response leniency, not perceptual decoupling. Response delays may enable a participant who is initially unaware of stimulus identity, perceptually decoupled, to become aware of stimulus identity, or perceptually recoupled. If, however, the stimulus presentation time is shortened to the minimum necessary for stimulus recognition and the stimulus is disrupted with a structured mask, then there should be no time to enable perception to recouple even with a response delay. From the perceptual decoupling perspective, there should be no impact of a response delay on performance in this case. Alternatively if response bias is critical, then even in this case a response delay may impact performance. In this study, we shortened stimulus presentation time and added a structured mask. We examined whether a response delay impacted performance in the SART and tasks where the SART\'s response format was reversed. We expected a response delay would only impact signal detection theory bias, c, in the SART, where response leniency is an issue. In the reverse formatted SART, since bias was not expected to be lenient, we expected no impact or minimal impact of a response delay on response bias. These predictions were verified. Response bias is more critical in understanding SART performance, than perceptual decoupling, which is rare if it occurs at all in the SART.
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  • 文章类型: Journal Article
    在许多决策任务中,我们有一系列的替代选择,我们面临的问题是如何利用我们潜在的信念和偏好对每一个选择做出单一的选择。认知和决策模型通常假定信念和偏好被提炼成每种选择的标量潜在强度,但对人们如何利用这些潜在的优势来选择单一的替代方案进行建模也是至关重要的。大多数模型遵循两个传统之一来建立这种联系。现代心理物理学和记忆研究者利用信号检测理论,假设潜在的强度受到噪音的干扰,并选择最高的结果信号。相比之下,许多现代决策理论建模和机器学习方法都使用softmax函数(该函数基于Luce的选择公理;Luce,1959)给予非最大强度替代品一定的权重。尽管这两种选择理论很突出,目前的方法很少解决它们之间的联系,和选择一个或另一个似乎更多的动机在传统的相关文献比理论或经验的原因更喜欢一个理论。当前工作的目标是通过阐明这两个模型中的哪一个可以更好地表征m-alternative决策任务中的潜在过程来重新审视这一主题。特别关注内存任务。在一组视觉记忆实验中,我们证明,在相同的实验设计中,softmax参数β在m个备选方案中变化,而信号检测模型的参数d'是稳定的。一起,我们的发现表明,用信号检测链路模型代替softmax将在任务结构的变化中产生更普遍的预测。更有野心,信号检测模型参数在不同任务之间的不变性表明,这些模型的参数假设可能不仅仅是数学上的便利,但反映了人类决策的一些真实的东西。
    In many decision tasks, we have a set of alternative choices and are faced with the problem of how to use our latent beliefs and preferences about each alternative to make a single choice. Cognitive and decision models typically presume that beliefs and preferences are distilled to a scalar latent strength for each alternative, but it is also critical to model how people use these latent strengths to choose a single alternative. Most models follow one of two traditions to establish this link. Modern psychophysics and memory researchers make use of signal detection theory, assuming that latent strengths are perturbed by noise, and the highest resulting signal is selected. By contrast, many modern decision theoretic modeling and machine learning approaches use the softmax function (which is based on Luce\'s choice axiom; Luce, 1959) to give some weight to non-maximal-strength alternatives. Despite the prominence of these two theories of choice, current approaches rarely address the connection between them, and the choice of one or the other appears more motivated by the tradition in the relevant literature than by theoretical or empirical reasons to prefer one theory to the other. The goal of the current work is to revisit this topic by elucidating which of these two models provides a better characterization of latent processes in m -alternative decision tasks, with a particular focus on memory tasks. In a set of visual memory experiments, we show that, within the same experimental design, the softmax parameter β varies across m -alternatives, whereas the parameter d \' of the signal-detection model is stable. Together, our findings indicate that replacing softmax with signal-detection link models would yield more generalizable predictions across changes in task structure. More ambitiously, the invariance of signal detection model parameters across different tasks suggests that the parametric assumptions of these models may be more than just a mathematical convenience, but reflect something real about human decision-making.
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  • 文章类型: Journal Article
    情感识别是亲社会互动的核心,能够推断心理和情感状态。已知犯有性犯罪的人表现出社会情感缺陷,文献中发现的四个动态风险评估维度之一。很少有研究集中在情感识别上。现有文献,专门针对在监狱中犯有性犯罪的个人,显示对比结果。有些人发现了一个全球性的(跨越所有情绪)或特定的(例如,愤怒,恐惧)情感识别中的缺陷。相比之下,其他人发现在监狱中犯有性犯罪的人和犯有非性犯罪的人之间没有区别。此外,尚未在表现出社会情感缺陷的法医住院患者中进行此类研究。这项研究旨在调查112名男性参与者对动态面部表情的识别,这些参与者分为三组:犯有性犯罪的法医住院患者(n=37),犯有非性犯罪的法医住院病人(n=25),和社区成员(n=50),使用信号检测理论指数:灵敏度(d')和响应偏差(c)。此外,与反应时间相关的措施,情感标签反射时间,任务容易,还收集了容易反射时间。非参数分析(Kruskall-Wallis\'H,随后是Mann-Whitney的U与Dunn-Bonferroni更正)强调,与社区成员相比,这两个法医住院组表现出情感识别缺陷。犯有性犯罪的法医住院患者在选择惊喜标签方面比社区成员更为保守。他们还花费了更多的时间来对刺激做出反应并选择情感标签。尽管情感识别缺陷,两个法医住院组报告的刺激容易性比社区成员多。
    Emotion recognition is central in prosocial interaction, enabling the inference of mental and affective states. Individuals who have committed sexual offenses are known to exhibit socio-affective deficits, one of the four dynamic risk assessment dimensions found in the literature. Few research focused on emotion recognition. The available literature, exclusively on individuals in prison who have committed sexual offenses, showed contrasting results. Some found a global (across all emotions) or specific (e.g., anger, fear) deficit in emotion recognition. In contrast, others found no difference between individuals in prison who have committed sexual offenses and those who have committed non-sexual offenses. In addition, no such study has been undertaken among forensic inpatients who exhibit socio-affective deficits. This study aims to investigate the recognition of dynamic facial expressions of emotion in 112 male participants divided into three groups: forensic inpatients who have committed sexual offenses (n = 37), forensic inpatients who have committed non-sexual offenses (n = 25), and community members (n = 50), using the Signal Detection Theory indices: sensitivity (d\') and response bias (c). In addition, measures related to reaction time, emotion labeling reflection time, task easiness, and easiness reflection time were also collected. Non-parametric analyses (Kruskall-Wallis\' H, followed by Mann-Whitney\'s U with Dunn-Bonferroni correction) highlighted that the two forensic inpatient groups exhibited emotion recognition deficits when compared to community members. Forensic inpatients who have committed sexual offenses were more conservative in selecting the surprise label than community members. They also took significantly more time to react to stimuli and to select an emotional label. Despite emotion recognition deficits, the two forensic inpatient groups reported more stimuli easiness than community members.
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  • 文章类型: Journal Article
    侦查犬在支持军队方面发挥着关键作用,国土安全和边境保护。一些爆炸物探测任务对狗的身体要求很高,先前的研究表明,这可能导致嗅觉检测灵敏度降低。为了进一步评估运动强度对嗅觉敏感性的影响,我们开发了一种新的嗅觉模式,使我们能够测量嗅觉检测阈值,而狗在跑步机上以两种不同的运动强度运动。狗(n=3)在10-3(v/v)稀释度下对1-溴辛烷的嗅觉检测降低,在更大的运动强度下降低。最低浓度的狗的命中率从低强度行走时的0.87±0.04下降到中等强度小跑时的0.45±0.06以下。这种下降与中等强度运动的持续时间有相互作用,因此,狗在8km/h会话的前10分钟内进行了接近100%的检测,但在20分钟后显示0%的检测。高气味浓度(10-2)的命中率在低(1±0.00)和中等(0.91±0.04)运动强度下都相对稳定。此处开发的范例和设备可能有助于进一步了解狗与操作相关的嗅觉检测阈值下降的原因。
    Detection canines serve critical roles to support the military, homeland security and border protection. Some explosive detection tasks are physically demanding for dogs, and prior research suggests this can lead to a reduction in olfactory detection sensitivity. To further evaluate the effect of exercise intensity on olfactory sensitivity, we developed a novel olfactory paradigm that allowed us to measure olfactory detection thresholds while dogs exercised on a treadmill at two different exercise intensities. Dogs (n = 3) showed a decrement in olfactory detection for 1-bromooctane at 10-3 (v/v) dilutions and lower under greater exercise intensity. Dogs\' hit rate for the lowest concentration dropped from 0.87 ± 0.04 when walking at low intensity to below 0.45 ± 0.06 when trotting at moderate intensity. This decline had an interaction with the duration of the session in moderate intensity exercise, whereby dogs performed near 100% detection in the first 10 min of the 8 km/h session, but showed 0% detection after 20 min. Hit rates for high odor concentrations (10-2) were relatively stable at both low (1 ± 0.00) and moderate (0.91 ± 0.04) exercise intensities. The paradigm and apparatus developed here may be useful to help further understand causes of operationally relevant olfactory detection threshold decline in dogs.
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  • 文章类型: Journal Article
    在有情绪障碍的患者中,负面情感偏见-系统地对信息进行优先排序和负面解释-很常见。测试这种偏见的翻译认知任务表明,在模棱两可的决策条件下,抑郁症患者对高回报的偏好降低。强调这种偏见的确切机制是,然而,还不明白。因此,我们开发了一套措施,通过测试行为偏见与参与者的奖励敏感性的关系来探索行为偏见的潜在来源,价值敏感度和奖励学习率。148名参与者完成了三项在线行为任务:原始的模糊线索决策任务,探测负面情感偏见,探索奖励敏感度和奖励学习率的概率奖励学习任务,和探测价值敏感性的赌博任务。我们通过动态信号检测理论模型对学习任务进行了建模,并通过期望最大化前景理论模型对赌博任务进行了建模。概率奖励任务的奖励敏感性(β=0.131,p=0.024)和概率奖励任务的设定噪声(β=-0.187,p=0.028)都预测了逻辑回归中的情感偏差得分。负面情感偏见增加,至少在这个特定的任务上,因此,可能在一定程度上是由对奖励的敏感性降低和反应更加多变的组合所驱动的。
    In patients with mood disorders, negative affective biases - systematically prioritising and interpreting information negatively - are common. A translational cognitive task testing this bias has shown that depressed patients have a reduced preference for a high reward under ambiguous decision-making conditions. The precise mechanisms underscoring this bias are, however, not yet understood. We therefore developed a set of measures to probe the underlying source of the behavioural bias by testing its relationship to a participant\'s reward sensitivity, value sensitivity and reward learning rate. One-hundred-forty-eight participants completed three online behavioural tasks: the original ambiguous-cue decision-making task probing negative affective bias, a probabilistic reward learning task probing reward sensitivity and reward learning rate, and a gambling task probing value sensitivity. We modelled the learning task through a dynamic signal detection theory model and the gambling task through an expectation-maximisation prospect theory model. Reward sensitivity from the probabilistic reward task (β = 0.131, p = 0.024) and setting noise from the probabilistic reward task (β = -0.187, p = 0.028) both predicted the affective bias score in a logistic regression. Increased negative affective bias, at least on this specific task, may therefore be driven in part by a combination of reduced sensitivity to rewards and more variable responses.
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  • 文章类型: Journal Article
    事件相关电位(ERP)研究已经确定了与识别记忆相关的两个时间窗口,并将其解释为反映了两个过程:熟悉和回忆。然而,使用相对简单的刺激并获得高识别率,大多数研究集中在命中和正确的拒绝。根据信号检测理论(SDT),这省略了一些信息(未命中和错误警报),这些信息对于理解信号处理是必要的。
    我们使用了困难的视觉识别任务,其中包含不同类别的彩色图片,以获得四种可能的SDT结果中的足够多,并用现代ERP方法对其进行了分析。
    这些结果的非参数分析确定了一个时间窗口(470至670ms),该时间窗口反映了前中央和左后电极簇的活动,指示差分处理。左后聚类显著区分所有STD结果。前端中心集群仅根据受试者的响应区分ERP:是与不。此外,只有左后簇内的电生理活动与辨别指数(d')相关。
    我们表明,当检查所有SDT结果时,识别记忆的ERP反映了一个单一的时间窗口,可以揭示一个自下而上的因素区分项目的历史(即记忆强度),以及指示参与者决策的自上而下因素。
    UNASSIGNED: Event-related potential (ERP) studies have identified two time windows associated with recognition memory and interpreted them as reflecting two processes: familiarity and recollection. However, using relatively simple stimuli and achieving high recognition rates, most studies focused on hits and correct rejections. This leaves out some information (misses and false alarms) that according to Signal Detection Theory (SDT) is necessary to understand signal processing.
    UNASSIGNED: We used a difficult visual recognition task with colored pictures of different categories to obtain enough of the four possible SDT outcomes and analyzed them with modern ERP methods.
    UNASSIGNED: Non-parametric analysis of these outcomes identified a single time window (470 to 670 ms) which reflected activity within fronto-central and posterior-left clusters of electrodes, indicating differential processing. The posterior-left cluster significantly distinguished all STD outcomes. The fronto-central cluster only distinguished ERPs according to the subject\'s response: yes vs. no. Additionally, only electrophysiological activity within the posterior-left cluster correlated with the discrimination index (d\').
    UNASSIGNED: We show that when all SDT outcomes are examined, ERPs of recognition memory reflect a single-time window that may reveal a bottom-up factor discriminating the history of items (i.e. memory strength), as well as a top-down factor indicating participants\' decision.
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  • 文章类型: Journal Article
    面部身份识别的缺陷及其与不良社会功能的关联在精神分裂症中有很好的记录,但是这些研究都没有评估身体在这些过程中的作用。最近在健康人群中的研究表明,身体也是身份识别的重要信息来源,目前的研究旨在彻底检查精神分裂症患者面部和身体的身份识别。65名精神分裂症患者和49名健康对照者完成了身份匹配任务的三个条件,他们试图在未经编辑的面部和身体照片中匹配身份不明的人,编辑的照片只显示面孔,或仅显示尸体的编辑照片。结果显示,精神分裂症患者的身份识别存在全球缺陷(ηp2=0.068),但与单独的面部相比,两组都表现出更好的身体识别能力(ηp2=0.573),这表明,在精神分裂症中,识别人员时从身体中提取有用信息的能力可能仍然部分保留。需要进一步的研究来了解面部/身体处理之间的关系,身份识别,以及精神分裂症谱系障碍患者的功能结果。
    Deficits in facial identity recognition and its association with poor social functioning are well documented in schizophrenia, but none of these studies have assessed the role of the body in these processes. Recent research in healthy populations shows that the body is also an important source of information in identity recognition, and the current study aimed to thoroughly examine identity recognition from both faces and bodies in schizophrenia. Sixty-five individuals with schizophrenia and forty-nine healthy controls completed three conditions of an identity matching task in which they attempted to match unidentified persons in unedited photos of faces and bodies, edited photos showing faces only, or edited photos showing bodies only. Results revealed global deficits in identity recognition in individuals with schizophrenia (ηp2 = 0.068), but both groups showed better recognition from bodies alone as compared to faces alone (ηp2 = 0.573), suggesting that the ability to extract useful information from bodies when identifying persons may remain partially preserved in schizophrenia. Further research is necessary to understand the relationship between face/body processing, identity recognition, and functional outcomes in individuals with schizophrenia-spectrum disorders.
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  • 文章类型: Journal Article
    越来越多的证据表明,跨模态对应关系涉及低级感知过程。在这项研究中,我们在三个基本的交叉模态对应关系中调查上丘的参与:海拔/螺距,亮度/间距,和大小/间距。使用心理物理设计,我们调节上丘的视觉输入,以测试行为交叉模态一致性效应是否需要上丘,以在未加速的多感觉辨别任务中表现出来。在抬高/俯仰任务中,要在任务中表现出行为抬高/俯仰一致性效果,就需要上丘的参与。在亮度/间距和尺寸/间距任务中,我们观察到与上丘受累无关的行为抬高/俯仰一致性效应。这些结果表明,高度/间距对应关系可能与其他低级交叉模态对应关系不同。讨论了大脑中跨模态通信处理的分布式模型的含义。
    There is an increasing body of evidence suggesting that there are low-level perceptual processes involved in crossmodal correspondences. In this study, we investigate the involvement of the superior colliculi in three basic crossmodal correspondences: elevation/pitch, lightness/pitch, and size/pitch. Using a psychophysical design, we modulate visual input to the superior colliculus to test whether the superior colliculus is required for behavioural crossmodal congruency effects to manifest in an unspeeded multisensory discrimination task. In the elevation/pitch task, superior colliculus involvement is required for a behavioural elevation/pitch congruency effect to manifest in the task. In the lightness/pitch and size/pitch task, we observed a behavioural elevation/pitch congruency effect regardless of superior colliculus involvement. These results suggest that the elevation/pitch correspondence may be processed differently to other low-level crossmodal correspondences. The implications of a distributed model of crossmodal correspondence processing in the brain are discussed.
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  • 文章类型: Journal Article
    了解人类对具有不同物理化学性质的长链非酯化脂肪酸(NEFA)的口腔/味觉敏感性对于减少脂肪的摄入和改变摄入组成至关重要。这项研究调查了人类对两种NEFA:油酸和亚油酸的味觉敏感性的差异。将24名女性受试者分为两个相等的敏感性组,他们使用三角形或DR-NotA测试对两种脂肪酸对瓶装水进行了辨别测试。为了实现NEFA灵敏度的精确测量,刺激计划是精心准备的,避免可能干扰脂肪酸与受体结合的添加剂。选择刺激浓度在先前研究中评估的最低范围(9.9至177.3μM)内。通过系统的刺激控制过程,这项研究证实,亚油酸比油酸表现出更大的敏感性,导致比以前的研究更好的歧视。
    Understanding human oral/taste sensitivity to long-chain non-esterified fatty acids (NEFA) with varying physicochemical properties is essential to reducing the intake of fats and altering the intake composition. This study investigated the differences in human taste sensitivity to two NEFA: oleic acid and linoleic acid. Twenty-four female subjects were divided into two equal sensitivity groups, and they performed discrimination tests for both fatty acids against bottled water using either the triangle or the DR A-Not A test. To achieve an accurate measurement of NEFA sensitivity, the stimulus was carefully prepared, avoiding additives that could interfere with the binding of fatty acids to receptors. Stimuli concentrations were selected to be within the lowest range (9.9 to 177.3 μM) evaluated in previous research. Through a systematic stimulus control process, this study confirmed that greater sensitivity was exhibited to linoleic acid than oleic acid, resulting in better discrimination than previous studies.
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  • 文章类型: Journal Article
    身体所有权感是一个人的身体属于自己的感觉。为了研究身体所有权,研究人员使用身体错觉,如橡胶手错觉(RHI),这涉及到当橡胶手与隐藏的真实手同时抚摸时,将可见的橡胶手作为身体的一部分。RHI基于视觉的组合,触摸,和本体感受信息遵循多感觉整合的原则。有人认为,橡胶手和真实手之间的纹理不一致会削弱RHI,但潜在的机制仍然知之甚少。为了调查这一点,我们最近开发了一种新的心理物理RHI范式。基于心理测量功能的拟合,我们发现当用匹配的材料抚摸橡胶手和真实手时,RHI导致主观平等点的变化。我们通过使用信号检测理论分析进一步分析了这些数据集,区分参与者对视觉刺激的敏感性和相关的感知偏差。我们发现纹理不一致会影响RHI的感知偏差,但不会影响其对视觉刺激的敏感性。我们观察到,纹理一致性偏差效应在较短的视觉异步(50-100ms)中最强,而在较长的异步(200ms)中较弱。这些结果表明,当错觉的敏感度最低时,与纹理相关的感知偏差最为突出。我们的发现揭示了身体所有权中自上而下和自下而上的过程之间复杂的相互作用,身体所有权和多感官融合之间的联系,以及纹理一致性对RHI的影响。
    The sense of body ownership is the feeling that one\'s body belongs to oneself. To study body ownership, researchers use bodily illusions, such as the rubber hand illusion (RHI), which involves experiencing a visible rubber hand as part of one\'s body when the rubber hand is stroked simultaneously with the hidden real hand. The RHI is based on a combination of vision, touch, and proprioceptive information following the principles of multisensory integration. It has been posited that texture incongruence between rubber hand and real hand weakens the RHI, but the underlying mechanisms remain poorly understood. To investigate this, we recently developed a novel psychophysical RHI paradigm. Based on fitting psychometric functions, we discovered the RHI resulted in shifts in the point of subjective equality when the rubber hand and the real hand were stroked with matching materials. We analysed these datasets further by using signal detection theory analysis, which distinguishes between the participants\' sensitivity to visuotactile stimulation and the associated perceptual bias. We found that texture incongruence influences the RHI\'s perceptual bias but not its sensitivity to visuotactile stimulation. We observed that the texture congruence bias effect was the strongest in shorter visuotactile asynchronies (50-100 ms) and weaker in longer asynchronies (200 ms). These results suggest texture-related perceptual bias is most prominent when the illusion\'s sensitivity is at its lowest. Our findings shed light on the intricate interactions between top-down and bottom-up processes in body ownership, the links between body ownership and multisensory integration, and the impact of texture congruence on the RHI.
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