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
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