Refers to a general estimation technique that selects the parameter value to minimize the squared difference between two quantities, such as the observed value of a variable, and the expected value of that observation conditioned on the parameter value. Questions about the theory behind least-squares should utilize the Cross Validated (https://stats.stackexchange.com/questions) Stack Exchange site.