Exact Logistic Regression. Mehta Patel and Senchaudhuri 1992. Note that this is the exact same curve produced in the previous example using base R.
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Mar 23 2021 fit logistic regression model model - glmvs hp datamtcars familybinomial define new data frame that contains predictor variable newdata - data. Inference on the parameters of the specified effects is performed by conditioning on the sufficient statistics of all the other. The theory of exact logistic regression also known as exact conditional logistic regression was originally laid out by Cox 1970 and the computational methods employed in PROC LOGISTIC are described in Hirji Mehta and Patel 1987.
Abstract We provide an alternative to the maximum likelihood method for making inferences about the parameters of the logistic regression model.
Other useful references for the derivations include Cox and Snell 1989. You can specify the keyword INTERCEPT and any effects in the MODEL statement. Exact joint hypothesis tests can be performed and predictions with exact confidence intervals can be obtained. Feel free to modify the style of the curve as well.