Collective endpoint of visual acuity and contrast sensitivity function from hierarchical Bayesian joint modeling

Y Zhao, LA Lesmes, M Dorr, ZL Lu - Journal of Vision, 2023 - jov.arvojournals.org
Clinical trials typically analyze multiple endpoints for signals of efficacy. To improve signal
detection for treatment effects using the high-dimensional data collected in trials, we …

Quantification of expected information gain in visual acuity and contrast sensitivity tests

ZL Lu, Y Zhao, LA Lesmes, M Dorr - Scientific Reports, 2023 - nature.com
We make use of expected information gain to quantify the amount of knowledge obtained
from measurements in a population. In the first application, we compared the expected …

[HTML][HTML] Contrast response function estimation with nonparametric Bayesian active learning

DCP Marticorena, QW Wong, J Browning… - Journal of …, 2024 - iovs.arvojournals.org
Multidimensional psychometric functions can typically be estimated nonparametrically for
greater accuracy or parametrically for greater efficiency. By recasting the estimation problem …

Bayesian adaptive method for estimating speed–accuracy tradeoff functions of multiple task conditions

J Baek, HJ Park - Behavior Research Methods, 2023 - Springer
The speed–accuracy tradeoff (SAT) often makes psychophysical data difficult to interpret.
Accordingly, the SAT experimental procedure and model were proposed for an integrated …

[HTML][HTML] Hierarchical Bayesian perceptual template modeling of mechanisms of spatial attention in central and peripheral cuing

ZL Lu, BA Dosher - Journal of vision, 2023 - iovs.arvojournals.org
The external noise paradigm and perceptual template model (PTM) have successfully been
applied to characterize observer properties and mechanisms of observer state changes (eg …

Enabling identification of component processes in perceptual learning with nonparametric hierarchical Bayesian modeling

Y Zhao, J Liu, BA Dosher, ZL Lu - Journal of Vision, 2024 - jov.arvojournals.org
Perceptual learning is a multifaceted process, encompassing general learning, between-
session forgetting or consolidation, and within-session fast relearning and deterioration. The …

[HTML][HTML] Estimating the Trial-by-Trial Learning Curve in Perceptual Learning with Hierarchical Bayesian Modeling

Y Zhao, J Liu, BA Dosher, ZL Lu - Research Square, 2023 - ncbi.nlm.nih.gov
The learning curve serves as a crucial metric for assessing human performance in
perceptual learning. It may encompass various component processes, including general …

Active Mutual Conjoint Estimation of Multiple Contrast Sensitivity Functions

DCP Marticorena, QW Wong, J Browning, K Wilbur… - medRxiv, 2024 - medrxiv.org
Recent advances in nonparametric Contrast Sensitivity Function (CSF) estimation have
yielded a new tradeoff between accuracy and efficiency not available to classical parametric …

Presaccadic attention enhances and reshapes the Contrast Sensitivity Function around the visual field

Y Kwak, Y Zhao, ZL Lu, NM Hanning, M Carrasco - bioRxiv, 2023 - biorxiv.org
The visual world is processed with a great degree of non-uniformity across eccentricity and
around polar angle locations. Contrast sensitivity, a fundamental visual dimension …

Comparison of contrast sensitivity in low and high Hypermetropes

A Ilyas, D Fatima - Ophthalmology Pakistan, 2023 - ophthalmologypakistan.com
METHOD: Informed consent was taken from each patient after a verbal and written
explanation of the nature and consequences of the study. A performa was filled at the time of …