summit.multiview_platform.metrics package
Submodules
summit.multiview_platform.metrics.accuracy_score module
Functions : score: to get the accuracy score get_scorer: returns a sklearn scorer for grid search
- get_config(**kwargs)
- get_scorer(**kwargs)
Keyword Arguments: “0”: weights to compute accuracy
Returns: A weighted sklearn scorer for accuracy
- score(y_true, y_pred, multiclass=False, **kwargs)
Arguments: y_true: real labels y_pred: predicted labels
Keyword Arguments: “0”: weights to compute accuracy
Returns: Weighted accuracy score for y_true, y_pred
summit.multiview_platform.metrics.f1_score module
Functions : score: to get the f1 score get_scorer: returns a sklearn scorer for grid search
- get_config(average='micro', **kwargs)
- get_scorer(average='micro', **kwargs)
- score(y_true, y_pred, multiclass=True, average='micro', **kwargs)
summit.multiview_platform.metrics.fbeta_score module
- get_config(beta=2.0, average='micro', **kwargs)
- get_scorer(beta=2.0, average='micro', **kwargs)
- score(y_true, y_pred, beta=2.0, average='micro', **kwargs)
summit.multiview_platform.metrics.hamming_loss module
- get_config(**kwargs)
- get_scorer(**kwargs)
- score(y_true, y_pred, multiclass=False, **kwargs)
summit.multiview_platform.metrics.jaccard_score module
- get_config(**kwargs)
- get_scorer(**kwargs)
- score(y_true, y_pred, multiclass=False, **kwargs)
summit.multiview_platform.metrics.log_loss module
- get_config(**kwargs)
- get_scorer(**kwargs)
- score(y_true, y_pred, multiclass=False, **kwargs)
summit.multiview_platform.metrics.matthews_corrcoef module
- get_config(**kwargs)
- get_scorer(**kwargs)
- score(y_true, y_pred, multiclass=False, **kwargs)
summit.multiview_platform.metrics.precision_score module
- get_config(average='micro', **kwargs)
- get_scorer(average='micro', **kwargs)
- score(y_true, y_pred, average='micro', multiclass=False, **kwargs)
summit.multiview_platform.metrics.recall_score module
- get_config(average='micro', **kwargs)
- get_scorer(average='micro', **kwargs)
- score(y_true, y_pred, average='micro', **kwargs)
summit.multiview_platform.metrics.roc_auc_score module
- get_config(**kwargs)
- get_scorer(**kwargs)
- score(y_true, y_pred, multiclass=False, **kwargs)
summit.multiview_platform.metrics.zero_one_loss module
- get_config(**kwargs)
- get_scorer(**kwargs)
- score(y_true, y_pred, multiclass=False, **kwargs)