23864: Changes compute of robust accuracy contributions to use feature probability weighted robust residuals

howso/residuals.amlg

@@ -754,37 +754,41 @@
 
 						(declare (assoc
 							local_cases_map
-								;if empty context set, use global expected values for all features, set local_cases_map to null
-								(if (= 0 (size react_context_features))
+								(if output_raw_mda
 									(null)
 
-									;else compute the local model around the case using the robust set of react_context_features
-									(compute_on_contained_entities (append
-										(if focal_case
-											(query_not_in_entity_list (list (replace case_id) (replace focal_case)))
-											(query_not_in_entity_list (list (replace case_id)))
-										)
-										(if (size context_condition_filter_query)
-											context_condition_filter_query
-											(list)
-										)
-										time_series_filter_query
-										(query_nearest_generalized_distance
-											(replace k_parameter)
-											(replace react_context_features)
-											(replace (unzip case_values_map react_context_features))
-											(replace feature_weights)
-											(replace !queryDistanceTypeMap)
-											(replace query_feature_attributes_map)
-											(replace feature_deviations)
-											(replace p_parameter)
-											(replace dt_parameter)
-											(if valid_weight_feature (replace weight_feature) (null))
-											(replace tie_break_random_seed)
-											(null) ;radius
-											(replace !numericalPrecision)
-										)
-									))
+									;if empty context set, use global expected values for all features, set local_cases_map to null
+									(if (= 0 (size react_context_features))
+										(null)
+
+										;else compute the local model around the case using the robust set of react_context_features
+										(compute_on_contained_entities (append
+											(if focal_case
+												(query_not_in_entity_list (list (replace case_id) (replace focal_case)))
+												(query_not_in_entity_list (list (replace case_id)))
+											)
+											(if (size context_condition_filter_query)
+												context_condition_filter_query
+												(list)
+											)
+											time_series_filter_query
+											(query_nearest_generalized_distance
+												(replace k_parameter)
+												(replace react_context_features)
+												(replace (unzip case_values_map react_context_features))
+												(replace feature_weights)
+												(replace !queryDistanceTypeMap)
+												(replace query_feature_attributes_map)
+												(replace feature_deviations)
+												(replace p_parameter)
+												(replace dt_parameter)
+												(if valid_weight_feature (replace weight_feature) (null))
+												(replace tie_break_random_seed)
+												(null) ;radius
+												(replace !numericalPrecision)
+											)
+										))
+									)
 								)
 						))
 
@@ -843,10 +847,40 @@
 														(list
 															(indices local_cases_map)
 															(values local_cases_map)
-
 															(map (lambda (retrieve_from_entity (current_value) feature)) (indices local_cases_map))
 														)
 													)
+
+													;else if we're using weighted residuals for mda, use the feature-specific weights here
+													output_raw_mda
+													(compute_on_contained_entities (append
+														(if focal_case
+															(query_not_in_entity_list (list (replace case_id) (replace focal_case)))
+															(query_not_in_entity_list (list (replace case_id)))
+														)
+														(if (size context_condition_filter_query)
+															context_condition_filter_query
+															(list)
+														)
+														time_series_filter_query
+														(query_nearest_generalized_distance
+															(replace k_parameter)
+															(replace react_context_features)
+															(replace (unzip case_values_map react_context_features))
+															(get hyperparam_map ["featureMdaMap" feature])
+															(replace !queryDistanceTypeMap)
+															(replace query_feature_attributes_map)
+															(replace feature_deviations)
+															(replace p_parameter)
+															(replace dt_parameter)
+															(if valid_weight_feature (replace weight_feature) (null))
+															(replace tie_break_random_seed)
+															(null) ;radius
+															(replace !numericalPrecision)
+															feature
+														)
+													))
+
 												)
 										))