Regression analysis is often referred to as least-squares regression. Why is this name appropriate? Regression analysis involves estimating the values of parameters and testing the estimated...

Regression analysis is often referred to as least-squares regression. Why is this name appropriate? Regression analysis involves estimating the values of parameters and testing the estimated parameters for significance. Why must parameter estimates be tested for statistical significance?