OA: New cluster-based detector for point and group anomalies

Fixes #1172

Author: Devindi97

src/mlpro/oa/streams/tasks/changedetectors/driftdetectors/clusterbased/__init__.py

@@ -1,6 +1,6 @@
 from mlpro.oa.streams.tasks.changedetectors.driftdetectors.clusterbased.basics import DriftDetectorCB
 from mlpro.oa.streams.tasks.changedetectors.driftdetectors.clusterbased.deformation_detector import DriftDetectorCBGenDeformation
-from mlpro.oa.streams.tasks.changedetectors.driftdetectors.clusterbased.density_detector import DriftCBDensity
+from mlpro.oa.streams.tasks.changedetectors.driftdetectors.clusterbased.density_detector import DriftDetectorCBGenDensity
 from mlpro.oa.streams.tasks.changedetectors.driftdetectors.clusterbased.movement_detector import DriftDetectorCBGenMovementGeo, DriftDetectorCBGenMovement
 from mlpro.oa.streams.tasks.changedetectors.driftdetectors.clusterbased.size_change_detector import DriftDetectorCBGenSizeChange
 from mlpro.oa.streams.tasks.changedetectors.driftdetectors.clusterbased.generic import *

src/mlpro/oa/streams/tasks/changedetectors/driftdetectors/clusterbased/density_detector.py

@@ -47,8 +47,7 @@ def __init__( self,
                   p_visualize : bool = False,
                   p_logging=Log.C_LOG_ALL,
                   p_drift_buffer_size : int = 100,
-                  p_thrs_inst : int = 0,
-                  p_thrs_cluster : int = 0 ):
+                  p_thrs_inst : int = 0):
 
         super().__init__( p_clusterer = p_clusterer,
                           p_property = cprop_density1,
@@ -62,5 +61,4 @@ def __init__( self,
                           p_visualize = p_visualize,
                           p_logging = p_logging,
                           p_drift_buffer_size = p_drift_buffer_size,
-                          p_thrs_inst = p_thrs_inst,
-                          p_thrs_cluster = p_thrs_cluster )
+                          p_thrs_inst = p_thrs_inst )

src/mlpro/oa/streams/tasks/changedetectors/driftdetectors/clusterbased/movement_detector.py

@@ -22,6 +22,7 @@
 from mlpro.bf.math.geometry import cprop_center_geo1
 from mlpro.oa.streams.tasks.clusteranalyzers.clusters.properties import cprop_centroid1
 from mlpro.oa.streams.tasks.changedetectors.driftdetectors.drifts.clusterbased import DriftCBCenterGeo
+from mlpro.oa.streams.tasks.changedetectors.driftdetectors.drifts.clusterbased import DriftCBMovement
 from mlpro.oa.streams.tasks.changedetectors.driftdetectors.clusterbased.generic import DriftDetectorCBGenSingleGradient
 
 
@@ -84,7 +85,7 @@ def __init__( self,
                   p_clusterer : ClusterAnalyzer,
                   p_thrs_lower : float,
                   p_thrs_upper : float,
-                  p_cls_drift : type = DriftCBCenterGeo,
+                  p_cls_drift : type = DriftCBMovement,
                   p_name : str = None,
                   p_range_max = OAStreamTask.C_RANGE_THREAD,
                   p_ada : bool = True,