Apache Mahout implements the following regression algorithms “off the shelf”.

Closed Form Solutions

These methods used close form solutions (not stochastic) to solve regression problems

Ordinary Least Squares

Ridge Regression

Autocorrelation Regression

Serial Correlation of the error terms can lead to biased estimates of regression parameters, the following remedial procedures are provided:

Cochrane Orcutt Procedure

Durbin Watson Test