Conditional Probability of Significance for Early Stopping in Favor of H0

Early stopping is often desirable in a large clinical trial if data accumulated during the trial has little evidence to support the alternative hypothesis or the null result seems inevitable. This motivates, for example, the conditional power and predictive power approaches for early stopping in fav...

Full description

Saved in:
Bibliographic Details
Main Authors: Wang, Y. G., Leung, Denis H. Y.
Format: text
Language:English
Published: Institutional Knowledge at Singapore Management University 2002
Subjects:
Online Access:https://ink.library.smu.edu.sg/soe_research/364
Tags: Add Tag
No Tags, Be the first to tag this record!
Institution: Singapore Management University
Language: English
id sg-smu-ink.soe_research-1363
record_format dspace
spelling sg-smu-ink.soe_research-13632010-09-23T05:48:03Z Conditional Probability of Significance for Early Stopping in Favor of H0 Wang, Y. G. Leung, Denis H. Y. Early stopping is often desirable in a large clinical trial if data accumulated during the trial has little evidence to support the alternative hypothesis or the null result seems inevitable. This motivates, for example, the conditional power and predictive power approaches for early stopping in favor of the null. We investigate using conditional probability of significance (CPS), which measures the strength of evidence against the null in the data, for early stopping. Numerical results show that when the number of looks is small, stochastic curtailment based on conditional power, predictive power and CPS are similar after controlling for the significance level and power. However, when the number of looks is large, the conditional power approach projecting the current trend becomes very different from other methods. The CPS method, despite having a simple functional form of stopping times, is competitive to other existing methods over a range of fixed power values. 2002-01-01T08:00:00Z text https://ink.library.smu.edu.sg/soe_research/364 info:doi/10.1081/SQA-120014361 Research Collection School Of Economics eng Institutional Knowledge at Singapore Management University Econometrics
institution Singapore Management University
building SMU Libraries
continent Asia
country Singapore
Singapore
content_provider SMU Libraries
collection InK@SMU
language English
topic Econometrics
spellingShingle Econometrics
Wang, Y. G.
Leung, Denis H. Y.
Conditional Probability of Significance for Early Stopping in Favor of H0
description Early stopping is often desirable in a large clinical trial if data accumulated during the trial has little evidence to support the alternative hypothesis or the null result seems inevitable. This motivates, for example, the conditional power and predictive power approaches for early stopping in favor of the null. We investigate using conditional probability of significance (CPS), which measures the strength of evidence against the null in the data, for early stopping. Numerical results show that when the number of looks is small, stochastic curtailment based on conditional power, predictive power and CPS are similar after controlling for the significance level and power. However, when the number of looks is large, the conditional power approach projecting the current trend becomes very different from other methods. The CPS method, despite having a simple functional form of stopping times, is competitive to other existing methods over a range of fixed power values.
format text
author Wang, Y. G.
Leung, Denis H. Y.
author_facet Wang, Y. G.
Leung, Denis H. Y.
author_sort Wang, Y. G.
title Conditional Probability of Significance for Early Stopping in Favor of H0
title_short Conditional Probability of Significance for Early Stopping in Favor of H0
title_full Conditional Probability of Significance for Early Stopping in Favor of H0
title_fullStr Conditional Probability of Significance for Early Stopping in Favor of H0
title_full_unstemmed Conditional Probability of Significance for Early Stopping in Favor of H0
title_sort conditional probability of significance for early stopping in favor of h0
publisher Institutional Knowledge at Singapore Management University
publishDate 2002
url https://ink.library.smu.edu.sg/soe_research/364
_version_ 1770569134461943808