Literature DB >> 25345392

Partial F-tests with multiply imputed data in the linear regression framework via coefficient of determination.

Ashok Chaurasia1, Ofer Harel.   

Abstract

Tests for regression coefficients such as global, local, and partial F-tests are common in applied research. In the framework of multiple imputation, there are several papers addressing tests for regression coefficients. However, for simultaneous hypothesis testing, the existing methods are computationally intensive because they involve calculation with vectors and (inversion of) matrices. In this paper, we propose a simple method based on the scalar entity, coefficient of determination, to perform (global, local, and partial) F-tests with multiply imputed data. The proposed method is evaluated using simulated data and applied to suicide prevention data.
Copyright © 2014 John Wiley & Sons, Ltd.

Keywords:  F-tests; coefficient of determination; incomplete data; multiple imputation; multiple regression

Mesh:

Year:  2014        PMID: 25345392     DOI: 10.1002/sim.6334

Source DB:  PubMed          Journal:  Stat Med        ISSN: 0277-6715            Impact factor:   2.373


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