Github user iyounus commented on a diff in the pull request:

    https://github.com/apache/spark/pull/10384#discussion_r48064092
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/mllib/evaluation/RegressionMetrics.scala 
---
    @@ -31,13 +30,17 @@ import org.apache.spark.sql.DataFrame
      */
     @Since("1.2.0")
     class RegressionMetrics @Since("1.2.0") (
    -    predictionAndObservations: RDD[(Double, Double)]) extends Logging {
    +    predictionAndObservations: RDD[(Double, Double)], isUnbiased: Boolean 
= true)
    --- End diff --
    
    I will double check this. I've seen this being called biased. The problem 
is that this special case is rarely discussed in literature so the 
documentation is scarce.



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