/AWS1/CL_CRLMLSYNTHETICDATAP00¶
Parameters that control the generation of synthetic data for custom model training, 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, which controls the privacy-utility tradeoff in synthetic data generation. 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_CRLCOLUMNCLIFICATIO00 /AWS1/CL_CRLCOLUMNCLIFICATIO00¶
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, which controls the privacy-utility tradeoff in synthetic data generation. 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 |