737adbe4855d116648cc47f583e3cc258b35187c,src/skmultiflow/classification/trees/regression_hoeffding_tree.py,RegressionHoeffdingTree,predict,#RegressionHoeffdingTree#Any#,170

Before Change


            votes = self.get_votes_for_instance(X[i]).copy()
            if votes == {}:
                // Tree is empty, all target_values equal, default to zero
                predictions.append([0])
            else:
                number_of_examples_seen = votes[0]
                sum_of_values = votes[1]
                predictions.append(sum_of_values / number_of_examples_seen)

After Change


                normalized_sample = self.normalize_sample(X[i])
                normalized_prediction = np.dot(self.get_weights_for_instance(X[i]), normalized_sample)
                mean = self.sum_of_values / self.examples_seen
                sd = np.sqrt((self.sum_of_squares - self.sum_of_values ** 2
                          / self.examples_seen) / self.examples_seen)
                if self.examples_seen > 1:
                    predictions.append(normalized_prediction * sd * 3 + mean)
                else:
                    predictions.append(0)
Italian Trulli
In pattern: SUPERPATTERN

Frequency: 4

Non-data size: 3

Instances


Project Name: scikit-multiflow/scikit-multiflow
Commit Name: 737adbe4855d116648cc47f583e3cc258b35187c
Time: 2018-07-02
Author: bader.d24@gmail.com
File Name: src/skmultiflow/classification/trees/regression_hoeffding_tree.py
Class Name: RegressionHoeffdingTree
Method Name: predict


Project Name: cornellius-gp/gpytorch
Commit Name: ad18add8ae7da04213813b5675b903bbf4be1ebd
Time: 2021-02-10
Author: wjm363@nyu.edu
File Name: gpytorch/lazy/kronecker_product_added_diag_lazy_tensor.py
Class Name: KroneckerProductAddedDiagLazyTensor
Method Name: _root_decomposition


Project Name: pyannote/pyannote-audio
Commit Name: 87a1afc00f6700d1fc33f4bb7a803229987c645b
Time: 2017-05-15
Author: bredin@limsi.fr
File Name: pyannote/audio/embedding/segmentation.py
Class Name: Segmentation
Method Name: apply


Project Name: cornellius-gp/gpytorch
Commit Name: ad18add8ae7da04213813b5675b903bbf4be1ebd
Time: 2021-02-10
Author: wjm363@nyu.edu
File Name: gpytorch/lazy/kronecker_product_added_diag_lazy_tensor.py
Class Name: KroneckerProductAddedDiagLazyTensor
Method Name: _root_inv_decomposition