6b4cb961e16a69bce108f49872465329b1e3bcec,methods/mlpy/linear_regression.py,LinearRegression,RunMetrics,#LinearRegression#,111

Before Change

      AvgMCC = Metrics.MCCMultiClass(confusionMatrix)
      AvgInformation = Metrics.AvgMPIArray(confusionMatrix, truelabels, predictedlabels)
      SimpleMSE = Metrics.SimpleMeanSquaredError(truelabels, predictedlabels)
      metrics_dict = {}
      metrics_dict["Avg Accuracy"] = AvgAcc
      metrics_dict["MultiClass Precision"] = AvgPrec
      metrics_dict["MultiClass Recall"] = AvgRec
      metrics_dict["MultiClass FMeasure"] = AvgF
      metrics_dict["MultiClass Lift"] = AvgLift
      metrics_dict["MultiClass MCC"] = AvgMCC
      metrics_dict["MultiClass Information"] = AvgInformation
      metrics_dict["Simple MSE"] = SimpleMSE
      return metrics_dict
    else:
      Log.Fatal("This method requires three datasets.")

  """

After Change

  successful.
  """
  def RunMetrics(self, options):
    Log.Info("Perform Linear regression.", self.verbose)

    results = self.LinearRegressionMlpy(options)
    if results < 0:
      return results

Instances