In many modeling application, data points are not necessarily sampled with equal probabilities. Linear regression should support weighting which account the over or under sampling.

work in progress.

Author: Meihua Wu <meihuawu@umich.edu>

Closes #8631 from rotationsymmetry/SPARK-9642.