Literature DB >> 23869287

Nonparametric Diagnostic Test for Conditional Logistic Regression.

Melody S Goodman1, Yi Li.   

Abstract

The use of conditional logistic regression models to analyze matched case-control data has become standard in statistical analysis. However, methods to test the fit of these models has primarily focused on influential observations and the presence of outliers, while little attention has been given to the functional form of the covariates. In this paper we present methods to test the functional form of the covariates in the conditional logistic regression model, these methods are based on nonparametric smoothers. We assess the performance of the proposed methods via simulation studies and illustrate an example of their use on data from a community based intervention.

Entities:  

Keywords:  Conditional logistic regression; Kernel smoother; Model diagnostics

Year:  2012        PMID: 23869287      PMCID: PMC3712506          DOI: 10.4172/2155-6180.1000136

Source DB:  PubMed          Journal:  J Biom Biostat


  6 in total

1.  Assessing the fit of the logistic regression model to individual matched sets of case-control data.

Authors:  E J Bedrick; J R Hill
Journal:  Biometrics       Date:  1996-03       Impact factor: 2.571

2.  Data analytic methods for matched case-control studies.

Authors:  D Pregibon
Journal:  Biometrics       Date:  1984-09       Impact factor: 2.571

3.  Assessing the adequacy of the logistic regression model for matched case-control studies.

Authors:  S H Moolgavkar; E D Lustbader; D J Venzon
Journal:  Stat Med       Date:  1985 Oct-Dec       Impact factor: 2.373

4.  An Evaluation of Multiple Behavioral Risk Factors for Cancer in a Working Class, Multi-Ethnic Population.

Authors:  Melody S Goodman; Yi Li; Gary G Bennett; Anne M Stoddard; Karen M Emmons
Journal:  J Data Sci       Date:  2006-07-01

5.  Cancer prevention for working class, multiethnic populations through small businesses: the healthy directions study.

Authors:  Mary K Hunt; Anne M Stoddard; Elizabeth Barbeau; Roberta Goldman; Lorraine Wallace; Caitlin Gutheil; Glorian Sorensen
Journal:  Cancer Causes Control       Date:  2003-10       Impact factor: 2.506

6.  Cancer prevention for working class, multi-ethnic populations through health centers: the healthy directions study.

Authors:  Karen M Emmons; Anne M Stoddard; Caitlin Gutheil; Elizabeth Gonzalez Suarez; Rebecca Lobb; Robert Fletcher
Journal:  Cancer Causes Control       Date:  2003-10       Impact factor: 2.506

  6 in total
  2 in total

1.  Sugammadex versus Neostigmine for Reversal of Neuromuscular Blockade and Postoperative Pulmonary Complications (STRONGER): A Multicenter Matched Cohort Analysis.

Authors:  Sachin Kheterpal; Michelle T Vaughn; Timur Z Dubovoy; Nirav J Shah; Lori D Bash; Douglas A Colquhoun; Amy M Shanks; Michael R Mathis; Roy G Soto; Amit Bardia; Karsten Bartels; Patrick J McCormick; Robert B Schonberger; Leif Saager
Journal:  Anesthesiology       Date:  2020-06       Impact factor: 7.892

2.  Factors Associated with Injuries among Commercial Motorcyclists: Evidence from a Matched Case Control Study in Kampala City, Uganda.

Authors:  Nazarius M Tumwesigye; Lynn M Atuyambe; Olive K Kobusingye
Journal:  PLoS One       Date:  2016-02-26       Impact factor: 3.240

  2 in total

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