[HTML][HTML] Fast adaptive estimation of multidimensional psychometric functions

C DiMattina - Journal of Vision, 2015 - jov.arvojournals.org
Recently in vision science there has been great interest in understanding the perceptual
representations of complex multidimensional stimuli. Therefore, it is becoming very …

[HTML][HTML] Adaptive stimulus selection for multi-alternative psychometric functions with lapses

JH Bak, JW Pillow - Journal of vision, 2018 - tvst.arvojournals.org
Psychometric functions (PFs) quantify how external stimuli affect behavior, and they play an
important role in building models of sensory and cognitive processes. Adaptive stimulus …

Estimating the perceived dimension of psychophysical stimuli using triplet accuracy and hypothesis testing

DE Künstle, U von Luxburg, FA Wichmann - Journal of Vision, 2022 - jov.arvojournals.org
Vision researchers are interested in mapping complex physical stimuli to perceptual
dimensions. Such a mapping can be constructed using multidimensional psychophysical …

Bayesian adaptive estimation: The next dimension

JV Kujala, TJ Lukka - Journal of Mathematical Psychology, 2006 - Elsevier
We propose a new psychometric model for two-dimensional stimuli, such as color
differences, based on parameterizing the threshold of a one-dimensional psychometric …

Model-free estimation of the psychometric function

K Zchaluk, DH Foster - Attention, Perception, & Psychophysics, 2009 - Springer
A subject's response to the strength of a stimulus is described by the psychometric function,
from which summary measures, such as a threshold or a slope, may be derived …

[HTML][HTML] QUEST+: A general multidimensional Bayesian adaptive psychometric method

AB Watson - Journal of Vision, 2017 - jov.arvojournals.org
QUEST+ is a Bayesian adaptive psychometric testing method that allows an arbitrary
number of stimulus dimensions, psychometric function parameters, and trial outcomes. It is a …

A semi-parametric model for decision making in high-dimensional sensory discrimination tasks

S Keeley, B Letham, C Sanders, C Tymms… - Proceedings of the …, 2023 - ojs.aaai.org
Psychometric functions typically characterize binary sensory decisions along a single
stimulus dimension. However, real-life sensory tasks vary along a greater variety of …

Estimation of perceptual scales using ordinal embedding

S Haghiri, FA Wichmann, U von Luxburg - Journal of vision, 2020 - jov.arvojournals.org
In this article, we address the problem of measuring and analyzing sensation, the subjective
magnitude of one's experience. We do this in the context of the method of triads: The …

Measuring, estimating, and understanding the psychometric function: A commentary

SA Klein - Perception & psychophysics, 2001 - Springer
The psychometric function, relating the subject's response to the physical stimulus, is
fundamental to psychophysics. This paper examines various psychometric function topics …

Bayesian inference for psychometric functions

M Kuss, F Jäkel, FA Wichmann - Journal of Vision, 2005 - jov.arvojournals.org
In psychophysical studies, the psychometric function is used to model the relation between
physical stimulus intensity and the observer's ability to detect or discriminate between stimuli …