Liu Yang, Sexton Brandon M, Block Hannah J
Department of Kinesiology and Program in Neuroscience, Indiana University Bloomington , Bloomington, Indiana.
J Neurophysiol. 2018 May 1;119(5):1879-1888. doi: 10.1152/jn.00633.2017. Epub 2018 Feb 21.
When people match an unseen hand to a visual or proprioceptive target, they make both variable and systematic (bias) errors. Variance is a well-established factor in behavior, but the origin and implications of bias, and its connection to variance, are poorly understood. Eighty healthy adults matched their unseen right index finger to proprioceptive (left index finger) and visual targets with no performance feedback. We asked whether matching bias was related to target modality and to the magnitude or spatial properties of matching variance. Bias errors were affected by target modality, with subjects estimating visual and proprioceptive targets 20 mm apart. We found three pieces of evidence to suggest a connection between bias and variable errors: 1) for most subjects, the target modality that yielded greater spatial bias was also estimated with greater variance; 2) magnitudes of matching bias and variance were somewhat correlated for each target modality ( R = 0.24 and 0.29); and 3) bias direction was closely related to the angle of the major axis of the confidence ellipse ( R = 0.60 and 0.63). However, whereas variance was significantly correlated with visuo-proprioceptive weighting as predicted by multisensory integration theory ( R = -0.29 and 0.27 for visual and proprioceptive variance, respectively), bias was not. In a second session, subjects improved their matching variance, but not bias, for both target modalities, indicating a difference in stability. Taken together, these results suggest bias and variance are related only in some respects, which should be considered in the study of multisensory behavior. NEW & NOTEWORTHY People matching visual or proprioceptive targets make both variable and systematic (bias) errors. Multisensory integration is thought to minimize variance, but if the less variable modality has more bias, behavioral accuracy will decrease. Our data set suggests this is unusual. However, although bias and variable errors were spatially related, they differed in both stability and correlation with multisensory weighting. This suggests the bias-variance relationship is not straightforward, and both should be considered in multisensory behavior.
当人们将一只看不见的手与视觉或本体感觉目标进行匹配时,他们会产生可变误差和系统性(偏差)误差。方差是行为中一个已被充分确立的因素,但偏差的起源和影响,以及它与方差的联系,却鲜为人知。80名健康成年人在没有性能反馈的情况下,将他们看不见的右手食指与本体感觉(左手食指)和视觉目标进行匹配。我们询问匹配偏差是否与目标模态以及匹配方差的大小或空间特性有关。偏差误差受目标模态影响,受试者对视觉和本体感觉目标的估计相差20毫米。我们发现了三条证据表明偏差与可变误差之间存在联系:1)对于大多数受试者来说,产生更大空间偏差的目标模态其方差估计也更大;2)每种目标模态下匹配偏差和方差的大小在一定程度上相关(R = 0.24和0.29);3)偏差方向与置信椭圆长轴的角度密切相关(R = 0.60和0.63)。然而,虽然方差与多感官整合理论预测的视觉 - 本体感觉加权显著相关(视觉和本体感觉方差的R分别为 -0.29和0.27),但偏差却并非如此。在第二个阶段,受试者在两种目标模态下都改善了他们的匹配方差,但没有改善偏差,这表明了稳定性上的差异。综合来看,这些结果表明偏差和方差仅在某些方面相关,这在多感官行为研究中应予以考虑。新发现与值得注意的点人们在匹配视觉或本体感觉目标时会产生可变误差和系统性(偏差)误差。多感官整合被认为可以使方差最小化,但如果变化较小的模态偏差更大,行为准确性将会降低。我们的数据集表明情况并非如此。然而,尽管偏差和可变误差在空间上相关,但它们在稳定性以及与多感官加权的相关性方面存在差异。这表明偏差 - 方差关系并非简单直接,在多感官行为中两者都应予以考虑。