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On the linear in probability model for binary data.


ABSTRACT: The analysis of binary response data commonly uses models linear in the logistic transform of probabilities. This paper considers some of the advantages and disadvantages of simple least-squares estimates based on a linear representation of the probabilities themselves, this in particular sometimes allowing a more direct empirical interpretation of underlying parameters. A sociological study is used in illustration.

SUBMITTER: Battey HS 

PROVIDER: S-EPMC6549984 | biostudies-literature | 2019 May

REPOSITORIES: biostudies-literature

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On the linear in probability model for binary data.

Battey H S HS   Cox D R DR   Jackson M V MV  

Royal Society open science 20190501 5


The analysis of binary response data commonly uses models linear in the logistic transform of probabilities. This paper considers some of the advantages and disadvantages of simple least-squares estimates based on a linear representation of the probabilities themselves, this in particular sometimes allowing a more direct empirical interpretation of underlying parameters. A sociological study is used in illustration. ...[more]

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