Rapid, precise, and reliable measurement of delay discounting using a Bayesian learning algorithm

WY Ahn, H Gu, Y Shen, N Haines, HA Hahn… - Scientific reports, 2020 - nature.com
Abstract Machine learning has the potential to facilitate the development of computational
methods that improve the measurement of cognitive and mental functioning. In three …

Hierarchical Bayesian estimation and hypothesis testing for delay discounting tasks

BT Vincent - Behavior research methods, 2016 - Springer
A state-of-the-art data analysis procedure is presented to conduct hierarchical Bayesian
inference and hypothesis testing on delay discounting data. The delay discounting task is a …

Discounting model selection with area‐based measures: A case for numerical integration

SP Gilroy, DA Hantula - Journal of the Experimental Analysis of …, 2018 - Wiley Online Library
A novel method for analyzing delay discounting data is proposed. This newer metric, a
model‐based Area Under Curve (AUC) combining approximate Bayesian model selection …

The discounting model selector: Statistical software for delay discounting applications

SP Gilroy, CT Franck, DA Hantula - Journal of the experimental …, 2017 - Wiley Online Library
Original, open‐source computer software was developed and validated against established
delay discounting methods in the literature. The software executed approximate Bayesian …

Statistical equivalence and test–retest reliability of delay and probability discounting using real and hypothetical rewards

AK Matusiewicz, AE Carter, RD Landes, R Yi - Behavioural Processes, 2013 - Elsevier
Delay discounting (DD) and probability discounting (PD) refer to the reduction in the
subjective value of outcomes as a function of delay and uncertainty, respectively. Elevated …

A closer look at the yardstick: A new discount rate measure with precision and range

H Yoon, GB Chapman - Journal of Behavioral Decision Making, 2016 - Wiley Online Library
In intertemporal choice research, choice tasks (ie, choosing between 80todayand 100 in a
year) are often used to elicit a discount rate. The discount rate derived from a choice task …

Accurate characterization of delay discounting: A multiple model approach using approximate Bayesian model selection and a unified discounting measure

CT Franck, MN Koffarnus, LL House… - Journal of the …, 2015 - Wiley Online Library
The study of delay discounting, or valuation of future rewards as a function of delay, has
contributed to understanding the behavioral economics of addiction. Accurate …

The problems with delay discounting: A critical review of current practices and clinical applications

AJ Bailey, RJ Romeu, PR Finn - Psychological Medicine, 2021 - cambridge.org
Delay discounting paradigms have gained widespread popularity across clinical research.
Given the prevalence in the field, researchers have set lofty expectations for the importance …

Measuring delay discounting in humans using an adjusting amount task

CCJ Frye, A Galizio, JE Friedel, WB DeHart… - JoVE (Journal of …, 2016 - jove.com
Delay discounting refers to a decline in the value of a reward when it is delayed relative to
when it is immediately available. Delay discounting tasks are used to identify indifference …

On the functional form of temporal discounting: An optimized adaptive test

DR Cavagnaro, GJ Aranovich, SM McClure… - Journal of Risk and …, 2016 - Springer
The tendency to discount the value of future rewards has become one of the best-studied
constructs in the behavioral sciences. Although hyperbolic discounting remains the …