Logistic Regression Model with Competing Coding Assumptions [Henley, Dawes, Bodine, Golden, and Kashner (1998). Martingale Research Technical Report]

p(y=1|x) = S(?1h(x)+?2)

where S(m) = 1/[1 + exp(-m)]

Theory 1: 

Theory 2:

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