In Bayes Point Machine example, I don't understand why the feature vector is augmented with a column of 1s. Can anyone help me understanding it? Thanks.
http://research.microsoft.com/en-us/um/cambridge/projects/infernet/docs/Bayes%20Point%20Machine%20tutorial.aspx