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费希纳定律:对数变换从何而来?

Fechner's law: where does the log transform come from?

作者信息

Laming Donald

机构信息

University of Cambridge, Department of Experimental Psychology, Cambridge, England.

出版信息

Seeing Perceiving. 2010;23(2):155-71. doi: 10.1163/187847510X503579.

DOI:10.1163/187847510X503579
PMID:20550824
Abstract

This paper looks at Fechner's law in the light of 150 years of subsequent study. In combination with the normal, equal variance, signal-detection model, Fechner's law provides a numerically accurate account of discriminations between two separate stimuli, essentially because the logarithmic transform delivers a model for Weber's law. But it cannot be taken to be a measure of internal sensation because an equally accurate account is provided by a chi(2) model in which stimuli are scaled by their physical magnitude. The logarithmic transform of Fechner's law arises because, for the number of degrees of freedom typically required in the chi(2) model, the logarithm of a chi(2) variable is, to a good approximation, normal. This argument is set within a general theory of sensory discrimination.

摘要

本文从随后150年的研究角度审视了费希纳定律。结合正态、等方差信号检测模型,费希纳定律为区分两个不同刺激提供了数值精确的描述,这主要是因为对数变换给出了韦伯定律的一个模型。但它不能被视为内部感觉的一种度量,因为卡方模型也提供了同样精确的描述,在该模型中刺激按其物理量值进行缩放。费希纳定律的对数变换之所以出现,是因为对于卡方模型通常所需的自由度数量,卡方变量的对数近似服从正态分布。这一论点是在感觉辨别一般理论的框架内提出的。

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Fechner's law: where does the log transform come from?费希纳定律:对数变换从何而来?
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引用本文的文献

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Epistemic circularity and measurement validity in quantitative psychology: insights from Fechner's psychophysics.定量心理学中的认知循环与测量效度:来自费希纳心理物理学的见解
Front Psychol. 2024 May 21;15:1354392. doi: 10.3389/fpsyg.2024.1354392. eCollection 2024.
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Wide sensory filters underlie performance in memory-based discrimination and generalization.广泛的感觉滤波器是基于记忆的辨别和泛化表现的基础。
PLoS One. 2019 Apr 18;14(4):e0214817. doi: 10.1371/journal.pone.0214817. eCollection 2019.
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Effect of a variability-adjusted algorithm on the efficiency of perimetric testing.
一种变异性调整算法对视野检查效率的影响。
Invest Ophthalmol Vis Sci. 2014 May 6;55(5):2983-92. doi: 10.1167/iovs.14-14120.