2ab1119596b420cc696a783271d617562ccf7e28,examples/plot_EEG_Example.py,,,#,123

Before Change

                                          params_to_optimize=rfc_param_grid)
knn_param_grid = {"n_neighbors": [1, 2, 3, 4]}
model_guo = build_model_from_featureset(fset_guo.isel(name=train),
                                        KNeighborsClassifier(),
                                        params_to_optimize=knn_param_grid)
model_dwt = build_model_from_featureset(fset_dwt.isel(name=train),
                                        KNeighborsClassifier(),

After Change

preds_dwt = model_dwt.predict(fset_dwt)

print("Built-in cesium features: training accuracy={:.2%}, test accuracy={:.2%}".format(
          accuracy_score(preds_cesium[train], eeg["classes"][train]),
          accuracy_score(preds_cesium[test], eeg["classes"][test])))
print("Guo et al. features: training accuracy={:.2%}, test accuracy={:.2%}".format(
          accuracy_score(preds_guo[train], eeg["classes"][train]),

Instances