Question About Intercept & Link Function in Bayesian Logistic Regression

You could try a variation of this function (a simplified version of the Type II functional response from ecology, or the Beverton-Holt stock-recruitment curve from fisheries science):

link(x, a) = x / (a + x)

It always goes through the origin, and asymptotes to 1, with the slope at the origin given by 1/a.

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