/AWS1/CL_CRMMLSYNTHETICDATAP00¶
Parameters that control the generation of synthetic data for machine learning, including privacy settings and column classification details.
CONSTRUCTOR¶
IMPORTING¶
Required arguments:¶
iv_epsilon TYPE /AWS1/RT_DOUBLE_AS_STRING /AWS1/RT_DOUBLE_AS_STRING¶
The epsilon value for differential privacy when generating synthetic data. Lower values provide stronger privacy guarantees but may reduce data utility.
iv_maxmembershipinferencea00 TYPE /AWS1/RT_DOUBLE_AS_STRING /AWS1/RT_DOUBLE_AS_STRING¶
The maximum acceptable score for membership inference attack vulnerability. Synthetic data generation fails if the score for the resulting data exceeds this threshold.
io_columnclassification TYPE REF TO /AWS1/CL_CRMCOLUMNCLIFICATIO00 /AWS1/CL_CRMCOLUMNCLIFICATIO00¶
Classification details for data columns that specify how each column should be treated during synthetic data generation.
Queryable Attributes¶
epsilon¶
The epsilon value for differential privacy when generating synthetic data. Lower values provide stronger privacy guarantees but may reduce data utility.
Accessible with the following methods¶
| Method | Description |
|---|---|
GET_EPSILON() |
Getter for EPSILON, with configurable default |
ASK_EPSILON() |
Getter for EPSILON w/ exceptions if field has no value |
STR_EPSILON() |
String format for EPSILON, with configurable default |
HAS_EPSILON() |
Determine if EPSILON has a value |
maxMembershipInferenceAttackScore¶
The maximum acceptable score for membership inference attack vulnerability. Synthetic data generation fails if the score for the resulting data exceeds this threshold.
Accessible with the following methods¶
| Method | Description |
|---|---|
GET_MAXMEMBERSHIPINFERENCE00() |
Getter for MAXMEMBERSHIPINFERENCEATTA00, with configurable d |
ASK_MAXMEMBERSHIPINFERENCE00() |
Getter for MAXMEMBERSHIPINFERENCEATTA00 w/ exceptions if fie |
STR_MAXMEMBERSHIPINFERENCE00() |
String format for MAXMEMBERSHIPINFERENCEATTA00, with configu |
HAS_MAXMEMBERSHIPINFERENCE00() |
Determine if MAXMEMBERSHIPINFERENCEATTA00 has a value |
columnClassification¶
Classification details for data columns that specify how each column should be treated during synthetic data generation.
Accessible with the following methods¶
| Method | Description |
|---|---|
GET_COLUMNCLASSIFICATION() |
Getter for COLUMNCLASSIFICATION |