Logistic and Linear Reggression:

Gareth James:

"Linear regression is used for predicting quantitative values, such as an individual’s salary. In order to predict qualitative values, such as whether a patient survives or dies, or whether the stock market increases or decreases, linear discriminant analysis was proposed in 1936. In the 1940s, various authors put forth an alternative approach, logistic regression."