A Variable Selection Approach to Monotonic Regression with Bernstein Polynomials

One of the standard problems in statistics consists of determining the relationship between a response variable and a single predictor variable through a regression function. Background scientific knowledge is often available that suggests the regression function should have a certain shape (e.g., monotonically increasing or concave) but not necessarily a… (More)