diff --git a/src/mlpro/bf/math/normalizers/basics.py b/src/mlpro/bf/math/normalizers/basics.py index e1be9bb5a..88dde747a 100644 --- a/src/mlpro/bf/math/normalizers/basics.py +++ b/src/mlpro/bf/math/normalizers/basics.py @@ -129,7 +129,7 @@ def denormalize(self, p_data: Union[Element, np.ndarray]): elif isinstance(p_data, np.ndarray): p_data = np.multiply(p_data, 1 / self._param[0]) + \ - (self._param[1] / self._param[0]) + (self._param[1] / self._param[0]) p_data = np.nan_to_num(p_data) else: raise ParamError('Wrong datatype provided for denormalization') diff --git a/src/mlpro/oa/streams/tasks/anomalydetectors/__init__.py b/src/mlpro/oa/streams/tasks/anomalydetectors/__init__.py index c5978a189..d0b9e33b1 100644 --- a/src/mlpro/oa/streams/tasks/anomalydetectors/__init__.py +++ b/src/mlpro/oa/streams/tasks/anomalydetectors/__init__.py @@ -1,4 +1,4 @@ from mlpro.oa.streams.tasks.anomalydetectors.basics import AnomalyDetector from mlpro.oa.streams.tasks.anomalydetectors.anomalies import * -from mlpro.oa.streams.tasks.anomalydetectors.paga_detectors import AnomalyDetectorPAGA -from mlpro.oa.streams.tasks.anomalydetectors.cb_detectors import * +from mlpro.oa.streams.tasks.anomalydetectors.instancebased import * +from mlpro.oa.streams.tasks.anomalydetectors.clusterbased import * diff --git a/src/mlpro/oa/streams/tasks/anomalydetectors/anomalies/__init__.py b/src/mlpro/oa/streams/tasks/anomalydetectors/anomalies/__init__.py index 8cf279a22..d6cf86def 100644 --- a/src/mlpro/oa/streams/tasks/anomalydetectors/anomalies/__init__.py +++ b/src/mlpro/oa/streams/tasks/anomalydetectors/anomalies/__init__.py @@ -1,5 +1,3 @@ from mlpro.oa.streams.tasks.anomalydetectors.anomalies.basics import Anomaly -from mlpro.oa.streams.tasks.anomalydetectors.anomalies.point import PointAnomaly -from mlpro.oa.streams.tasks.anomalydetectors.anomalies.group import GroupAnomaly -from mlpro.oa.streams.tasks.anomalydetectors.anomalies.contextual import ContextualAnomaly +from mlpro.oa.streams.tasks.anomalydetectors.anomalies.instancebased import * from mlpro.oa.streams.tasks.anomalydetectors.anomalies.clusterbased import * \ No newline at end of file diff --git a/src/mlpro/oa/streams/tasks/anomalydetectors/clusterbased/__init__.py b/src/mlpro/oa/streams/tasks/anomalydetectors/clusterbased/__init__.py index bc88be69d..95ef92665 100644 --- a/src/mlpro/oa/streams/tasks/anomalydetectors/clusterbased/__init__.py +++ b/src/mlpro/oa/streams/tasks/anomalydetectors/clusterbased/__init__.py @@ -1,6 +1 @@ -from mlpro.oa.streams.tasks.anomalydetectors.cb_detectors.basics import AnomalyDetectorCB -from mlpro.oa.streams.tasks.anomalydetectors.cb_detectors.disappearance_detector import ClusterDisappearanceDetector -from mlpro.oa.streams.tasks.anomalydetectors.cb_detectors.density_change_detector import ClusterDensityChangeDetector -from mlpro.oa.streams.tasks.anomalydetectors.cb_detectors.geo_size_change_detector import ClusterGeometricSizeChangeDetector -from mlpro.oa.streams.tasks.anomalydetectors.cb_detectors.new_cluster_detector import NewClusterDetector -from mlpro.oa.streams.tasks.anomalydetectors.cb_detectors.size_change_detector import ClusterSizeChangeDetector \ No newline at end of file +from mlpro.oa.streams.tasks.anomalydetectors.clusterbased.basics import AnomalyDetectorCB diff --git a/src/mlpro/oa/streams/tasks/anomalydetectors/instancebased/__init__.py b/src/mlpro/oa/streams/tasks/anomalydetectors/instancebased/__init__.py index e69de29bb..44730f5e1 100644 --- a/src/mlpro/oa/streams/tasks/anomalydetectors/instancebased/__init__.py +++ b/src/mlpro/oa/streams/tasks/anomalydetectors/instancebased/__init__.py @@ -0,0 +1 @@ +from mlpro.oa.streams.tasks.anomalydetectors.instancebased.paga_detectors import AnomalyDetectorPAGA \ No newline at end of file diff --git a/src/mlpro/oa/streams/tasks/anomalydetectors/paga_detectors.py b/src/mlpro/oa/streams/tasks/anomalydetectors/instancebased/paga_detectors.py similarity index 100% rename from src/mlpro/oa/streams/tasks/anomalydetectors/paga_detectors.py rename to src/mlpro/oa/streams/tasks/anomalydetectors/instancebased/paga_detectors.py