Comment by oddthink

I'm sorry, that seems like the most backwards explanation of logistic regression I've ever seen. It uses the sigmoid function because it's logistic regression. The statistical model is a Bernoulli distribution. Write down the likelihood, maximize it, and you get the sigmoid.