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

    https://github.com/apache/spark/pull/14597#discussion_r75850582
  
    --- Diff: 
mllib/src/main/scala/org/apache/spark/ml/feature/ChiSqSelector.scala ---
    @@ -54,6 +55,36 @@ private[feature] trait ChiSqSelectorParams extends Params
     
       /** @group getParam */
       def getNumTopFeatures: Int = $(numTopFeatures)
    +
    +  final val percentile = new DoubleParam(this, "percentile",
    +    "Percentile of features that selector will select, ordered by 
statistics value descending.",
    +    ParamValidators.gtEq(0))
    +  setDefault(percentile -> 0.1)
    +
    +  /** @group getParam */
    +  def getPercentile: Double = $(percentile)
    +
    +  final val alpha = new DoubleParam(this, "alpha",
    +    "The highest p-value for features to be kept.",
    +    ParamValidators.gtEq(0))
    --- End diff --
    
    Same, only makes sense for this to be in [0,1]


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