Provides actions for training and scoring artificial neural networks
Scores a table using an artificial neural network model.
If a row includes a subparameter, you can specify the name, caslib, and so on in the subparameter. Otherwise, you can specify the name, caslib, and so on in the parameter.
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
required parametermodelTable |
— |
specifies the table that contains the artificial neural network model. You can use this model to score a table or generate SAS scoring code. |
|
required parametertable |
— |
specifies the settings for an input table. |
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
— |
when set to True, predicted probabilities are added to the result table for the event levels. You can use these predicted probabilities with the assess action.
| Default | FALSE |
|---|
when set to True, predicted probabilities are added to the result table for the event levels. All event probabilities are included as separate columns and are named with the prefix _NN_P_. You can use these predicted probabilities with the assess action.
| Default | FALSE |
|---|
For more information about specifying the casOut parameter, see the common casouttable (Form 1) parameter (Appendix A: Common Parameters).
specifies the variables to transfer from the input table to the output table.
| Alias | copyVar |
|---|
when set to True, observations with a nonmissing value for the target variable are used as the predicted values. That is, the observed value is assumed to be known without error. Only observations with missing values for the target variable are scored, based on their values for the input variables.
| Default | FALSE |
|---|
by default, observations with missing values are included. When set to False, any observations with missing values for the variables used in the model are not included.
| Default | TRUE |
|---|
specifies the nodes to be included in the scored output table. When the autoencoding of input nodes is requested, the default is HIDDEN. This value is particularly useful when autoencoding is applied to reduce the dimension of the input nodes. By reusing the node output values, machine learning algorithms such as neural networks, clustering, decision tree, and forests can use the newly encoded vectors as input.
| Default | HIDDEN |
|---|---|
| ALL | specifies to include all the nodes in the scored output table. |
| HIDDEN | specifies to include the hidden nodes only. |
| INPUT | specifies to include the input nodes only. |
| OUTPUT | specifies to include the output nodes only. |
specifies the model ID variable name to use when generating the scored table. By default, the variable name is _NN_PredName_ for classifications and _NN_Pred_ for regressions.
specifies the table that contains the artificial neural network model. You can use this model to score a table or generate SAS scoring code.
| Long form | modelTable={name="table-name"} |
|---|---|
| Shortcut form | modelTable="table-name" |
| Alias | model |
|---|
The castable value can be one or more of the following:
specifies the caslib for the input table that you want to use with the action. By default, the active caslib is used. Specify a value only if you need to access a table from a different caslib.
when set to True, creates the computed variables when the table is loaded instead of when the action begins.
| Alias | compOnDemand |
|---|---|
| Default | FALSE |
specifies the names of the computed variables to create. Specify an expression for each variable in the computedVarsProgram parameter. If you do not specify this parameter, then all variables from computedVarsProgram are automatically included.
| Alias | compVars |
|---|
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for each computed variable that you include in the computedVars parameter.
| Alias | compPgm |
|---|
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the input table.
when set to True, does not create a transient table on the server. Setting this parameter to True can be efficient, but the data might not have stable ordering upon repeated runs.
| Default | FALSE |
|---|
specifies the variables to use in the action.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the input data.
specifies an input table that contains rows to use as a WHERE filter. If the vars parameter is not specified, then all the variable names that are common to the input table and the filtering table are used to find matching rows. If the where parameter for the input table and this parameter are specified, then this filtering table is applied first.
The groupbytable value can be one or more of the following:
specifies the caslib for the filter table. By default, the active caslib is used.
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
For more information about specifying the dataSourceOptions parameter, see the common dataSourceOptions parameter (Appendix A: Common Parameters).
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the filter table.
specifies the variable names to use from the filter table.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the data from the filter table.
specifies the settings for an input table.
| Long form | table={name="table-name"} |
|---|---|
| Shortcut form | table="table-name" |
The castable value can be one or more of the following:
specifies the caslib for the input table that you want to use with the action. By default, the active caslib is used. Specify a value only if you need to access a table from a different caslib.
when set to True, creates the computed variables when the table is loaded instead of when the action begins.
| Alias | compOnDemand |
|---|---|
| Default | FALSE |
specifies the names of the computed variables to create. Specify an expression for each variable in the computedVarsProgram parameter. If you do not specify this parameter, then all variables from computedVarsProgram are automatically included.
| Alias | compVars |
|---|
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for each computed variable that you include in the computedVars parameter.
| Alias | compPgm |
|---|
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the input table.
when set to True, does not create a transient table on the server. Setting this parameter to True can be efficient, but the data might not have stable ordering upon repeated runs.
| Default | FALSE |
|---|
specifies the variables to use in the action.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the input data.
specifies an input table that contains rows to use as a WHERE filter. If the vars parameter is not specified, then all the variable names that are common to the input table and the filtering table are used to find matching rows. If the where parameter for the input table and this parameter are specified, then this filtering table is applied first.
The groupbytable value can be one or more of the following:
specifies the caslib for the filter table. By default, the active caslib is used.
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
For more information about specifying the dataSourceOptions parameter, see the common dataSourceOptions parameter (Appendix A: Common Parameters).
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the filter table.
specifies the variable names to use from the filter table.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the data from the filter table.
specifies the target variable when scoring a data set. If the target variable name in the model is the same in the scored table, then this option is not required.
Scores a table using an artificial neural network model.
If a row includes a subparameter, you can specify the name, caslib, and so on in the subparameter. Otherwise, you can specify the name, caslib, and so on in the parameter.
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
required parametermodelTable |
— |
specifies the table that contains the artificial neural network model. You can use this model to score a table or generate SAS scoring code. |
|
required parametertable |
— |
specifies the settings for an input table. |
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
— |
when set to True, predicted probabilities are added to the result table for the event levels. You can use these predicted probabilities with the assess action.
| Default | false |
|---|
when set to True, predicted probabilities are added to the result table for the event levels. All event probabilities are included as separate columns and are named with the prefix _NN_P_. You can use these predicted probabilities with the assess action.
| Default | false |
|---|
For more information about specifying the casOut parameter, see the common casouttable (Form 1) parameter (Appendix A: Common Parameters).
specifies the variables to transfer from the input table to the output table.
| Alias | copyVar |
|---|
when set to True, observations with a nonmissing value for the target variable are used as the predicted values. That is, the observed value is assumed to be known without error. Only observations with missing values for the target variable are scored, based on their values for the input variables.
| Default | false |
|---|
by default, observations with missing values are included. When set to False, any observations with missing values for the variables used in the model are not included.
| Default | true |
|---|
specifies the nodes to be included in the scored output table. When the autoencoding of input nodes is requested, the default is HIDDEN. This value is particularly useful when autoencoding is applied to reduce the dimension of the input nodes. By reusing the node output values, machine learning algorithms such as neural networks, clustering, decision tree, and forests can use the newly encoded vectors as input.
| Default | HIDDEN |
|---|---|
| ALL | specifies to include all the nodes in the scored output table. |
| HIDDEN | specifies to include the hidden nodes only. |
| INPUT | specifies to include the input nodes only. |
| OUTPUT | specifies to include the output nodes only. |
specifies the model ID variable name to use when generating the scored table. By default, the variable name is _NN_PredName_ for classifications and _NN_Pred_ for regressions.
specifies the table that contains the artificial neural network model. You can use this model to score a table or generate SAS scoring code.
| Long form | modelTable={name="table-name"} |
|---|---|
| Shortcut form | modelTable="table-name" |
| Alias | model |
|---|
The castable value can be one or more of the following:
specifies the caslib for the input table that you want to use with the action. By default, the active caslib is used. Specify a value only if you need to access a table from a different caslib.
when set to True, creates the computed variables when the table is loaded instead of when the action begins.
| Alias | compOnDemand |
|---|---|
| Default | false |
specifies the names of the computed variables to create. Specify an expression for each variable in the computedVarsProgram parameter. If you do not specify this parameter, then all variables from computedVarsProgram are automatically included.
| Alias | compVars |
|---|
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for each computed variable that you include in the computedVars parameter.
| Alias | compPgm |
|---|
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the input table.
when set to True, does not create a transient table on the server. Setting this parameter to True can be efficient, but the data might not have stable ordering upon repeated runs.
| Default | false |
|---|
specifies the variables to use in the action.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the input data.
specifies an input table that contains rows to use as a WHERE filter. If the vars parameter is not specified, then all the variable names that are common to the input table and the filtering table are used to find matching rows. If the where parameter for the input table and this parameter are specified, then this filtering table is applied first.
The groupbytable value can be one or more of the following:
specifies the caslib for the filter table. By default, the active caslib is used.
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
For more information about specifying the dataSourceOptions parameter, see the common dataSourceOptions parameter (Appendix A: Common Parameters).
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the filter table.
specifies the variable names to use from the filter table.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the data from the filter table.
specifies the settings for an input table.
| Long form | table={name="table-name"} |
|---|---|
| Shortcut form | table="table-name" |
The castable value can be one or more of the following:
specifies the caslib for the input table that you want to use with the action. By default, the active caslib is used. Specify a value only if you need to access a table from a different caslib.
when set to True, creates the computed variables when the table is loaded instead of when the action begins.
| Alias | compOnDemand |
|---|---|
| Default | false |
specifies the names of the computed variables to create. Specify an expression for each variable in the computedVarsProgram parameter. If you do not specify this parameter, then all variables from computedVarsProgram are automatically included.
| Alias | compVars |
|---|
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for each computed variable that you include in the computedVars parameter.
| Alias | compPgm |
|---|
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the input table.
when set to True, does not create a transient table on the server. Setting this parameter to True can be efficient, but the data might not have stable ordering upon repeated runs.
| Default | false |
|---|
specifies the variables to use in the action.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the input data.
specifies an input table that contains rows to use as a WHERE filter. If the vars parameter is not specified, then all the variable names that are common to the input table and the filtering table are used to find matching rows. If the where parameter for the input table and this parameter are specified, then this filtering table is applied first.
The groupbytable value can be one or more of the following:
specifies the caslib for the filter table. By default, the active caslib is used.
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
For more information about specifying the dataSourceOptions parameter, see the common dataSourceOptions parameter (Appendix A: Common Parameters).
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the filter table.
specifies the variable names to use from the filter table.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the data from the filter table.
specifies the target variable when scoring a data set. If the target variable name in the model is the same in the scored table, then this option is not required.
Scores a table using an artificial neural network model.
If a row includes a subparameter, you can specify the name, caslib, and so on in the subparameter. Otherwise, you can specify the name, caslib, and so on in the parameter.
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
required parametermodelTable |
— |
specifies the table that contains the artificial neural network model. You can use this model to score a table or generate SAS scoring code. |
|
required parametertable |
— |
specifies the settings for an input table. |
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
— |
when set to True, predicted probabilities are added to the result table for the event levels. You can use these predicted probabilities with the assess action.
| Default | False |
|---|
when set to True, predicted probabilities are added to the result table for the event levels. All event probabilities are included as separate columns and are named with the prefix _NN_P_. You can use these predicted probabilities with the assess action.
| Default | False |
|---|
For more information about specifying the casOut parameter, see the common casouttable (Form 1) parameter (Appendix A: Common Parameters).
specifies the variables to transfer from the input table to the output table.
| Alias | copyVar |
|---|
when set to True, observations with a nonmissing value for the target variable are used as the predicted values. That is, the observed value is assumed to be known without error. Only observations with missing values for the target variable are scored, based on their values for the input variables.
| Default | False |
|---|
by default, observations with missing values are included. When set to False, any observations with missing values for the variables used in the model are not included.
| Default | True |
|---|
specifies the nodes to be included in the scored output table. When the autoencoding of input nodes is requested, the default is HIDDEN. This value is particularly useful when autoencoding is applied to reduce the dimension of the input nodes. By reusing the node output values, machine learning algorithms such as neural networks, clustering, decision tree, and forests can use the newly encoded vectors as input.
| Default | HIDDEN |
|---|---|
| ALL | specifies to include all the nodes in the scored output table. |
| HIDDEN | specifies to include the hidden nodes only. |
| INPUT | specifies to include the input nodes only. |
| OUTPUT | specifies to include the output nodes only. |
specifies the model ID variable name to use when generating the scored table. By default, the variable name is _NN_PredName_ for classifications and _NN_Pred_ for regressions.
specifies the table that contains the artificial neural network model. You can use this model to score a table or generate SAS scoring code.
| Long form | modelTable={"name":"table-name"} |
|---|---|
| Shortcut form | modelTable="table-name" |
| Alias | model |
|---|
The castable value can be one or more of the following:
specifies the caslib for the input table that you want to use with the action. By default, the active caslib is used. Specify a value only if you need to access a table from a different caslib.
when set to True, creates the computed variables when the table is loaded instead of when the action begins.
| Alias | compOnDemand |
|---|---|
| Default | False |
specifies the names of the computed variables to create. Specify an expression for each variable in the computedVarsProgram parameter. If you do not specify this parameter, then all variables from computedVarsProgram are automatically included.
| Alias | compVars |
|---|
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for each computed variable that you include in the computedVars parameter.
| Alias | compPgm |
|---|
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
specifies the settings for reading a table from a data source.
| Alias | import_ |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the input table.
when set to True, does not create a transient table on the server. Setting this parameter to True can be efficient, but the data might not have stable ordering upon repeated runs.
| Default | False |
|---|
specifies the variables to use in the action.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the input data.
specifies an input table that contains rows to use as a WHERE filter. If the vars parameter is not specified, then all the variable names that are common to the input table and the filtering table are used to find matching rows. If the where parameter for the input table and this parameter are specified, then this filtering table is applied first.
The groupbytable value can be one or more of the following:
specifies the caslib for the filter table. By default, the active caslib is used.
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
For more information about specifying the dataSourceOptions parameter, see the common dataSourceOptions parameter (Appendix A: Common Parameters).
specifies the settings for reading a table from a data source.
| Alias | import_ |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the filter table.
specifies the variable names to use from the filter table.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the data from the filter table.
specifies the settings for an input table.
| Long form | table={"name":"table-name"} |
|---|---|
| Shortcut form | table="table-name" |
The castable value can be one or more of the following:
specifies the caslib for the input table that you want to use with the action. By default, the active caslib is used. Specify a value only if you need to access a table from a different caslib.
when set to True, creates the computed variables when the table is loaded instead of when the action begins.
| Alias | compOnDemand |
|---|---|
| Default | False |
specifies the names of the computed variables to create. Specify an expression for each variable in the computedVarsProgram parameter. If you do not specify this parameter, then all variables from computedVarsProgram are automatically included.
| Alias | compVars |
|---|
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for each computed variable that you include in the computedVars parameter.
| Alias | compPgm |
|---|
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
specifies the settings for reading a table from a data source.
| Alias | import_ |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the input table.
when set to True, does not create a transient table on the server. Setting this parameter to True can be efficient, but the data might not have stable ordering upon repeated runs.
| Default | False |
|---|
specifies the variables to use in the action.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the input data.
specifies an input table that contains rows to use as a WHERE filter. If the vars parameter is not specified, then all the variable names that are common to the input table and the filtering table are used to find matching rows. If the where parameter for the input table and this parameter are specified, then this filtering table is applied first.
The groupbytable value can be one or more of the following:
specifies the caslib for the filter table. By default, the active caslib is used.
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
For more information about specifying the dataSourceOptions parameter, see the common dataSourceOptions parameter (Appendix A: Common Parameters).
specifies the settings for reading a table from a data source.
| Alias | import_ |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the filter table.
specifies the variable names to use from the filter table.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the data from the filter table.
specifies the target variable when scoring a data set. If the target variable name in the model is the same in the scored table, then this option is not required.
Scores a table using an artificial neural network model.
If a row includes a subparameter, you can specify the name, caslib, and so on in the subparameter. Otherwise, you can specify the name, caslib, and so on in the parameter.
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
required parametermodelTable |
— |
specifies the table that contains the artificial neural network model. You can use this model to score a table or generate SAS scoring code. |
|
required parametertable |
— |
specifies the settings for an input table. |
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
— |
when set to True, predicted probabilities are added to the result table for the event levels. You can use these predicted probabilities with the assess action.
| Default | FALSE |
|---|
when set to True, predicted probabilities are added to the result table for the event levels. All event probabilities are included as separate columns and are named with the prefix _NN_P_. You can use these predicted probabilities with the assess action.
| Default | FALSE |
|---|
For more information about specifying the casOut parameter, see the common casouttable (Form 1) parameter (Appendix A: Common Parameters).
specifies the variables to transfer from the input table to the output table.
| Alias | copyVar |
|---|
when set to True, observations with a nonmissing value for the target variable are used as the predicted values. That is, the observed value is assumed to be known without error. Only observations with missing values for the target variable are scored, based on their values for the input variables.
| Default | FALSE |
|---|
by default, observations with missing values are included. When set to False, any observations with missing values for the variables used in the model are not included.
| Default | TRUE |
|---|
specifies the nodes to be included in the scored output table. When the autoencoding of input nodes is requested, the default is HIDDEN. This value is particularly useful when autoencoding is applied to reduce the dimension of the input nodes. By reusing the node output values, machine learning algorithms such as neural networks, clustering, decision tree, and forests can use the newly encoded vectors as input.
| Default | HIDDEN |
|---|---|
| ALL | specifies to include all the nodes in the scored output table. |
| HIDDEN | specifies to include the hidden nodes only. |
| INPUT | specifies to include the input nodes only. |
| OUTPUT | specifies to include the output nodes only. |
specifies the model ID variable name to use when generating the scored table. By default, the variable name is _NN_PredName_ for classifications and _NN_Pred_ for regressions.
specifies the table that contains the artificial neural network model. You can use this model to score a table or generate SAS scoring code.
| Long form | modelTable=list(name="table-name") |
|---|---|
| Shortcut form | modelTable="table-name" |
| Alias | model |
|---|
The castable value can be one or more of the following:
specifies the caslib for the input table that you want to use with the action. By default, the active caslib is used. Specify a value only if you need to access a table from a different caslib.
when set to True, creates the computed variables when the table is loaded instead of when the action begins.
| Alias | compOnDemand |
|---|---|
| Default | FALSE |
specifies the names of the computed variables to create. Specify an expression for each variable in the computedVarsProgram parameter. If you do not specify this parameter, then all variables from computedVarsProgram are automatically included.
| Alias | compVars |
|---|
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for each computed variable that you include in the computedVars parameter.
| Alias | compPgm |
|---|
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the input table.
when set to True, does not create a transient table on the server. Setting this parameter to True can be efficient, but the data might not have stable ordering upon repeated runs.
| Default | FALSE |
|---|
specifies the variables to use in the action.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the input data.
specifies an input table that contains rows to use as a WHERE filter. If the vars parameter is not specified, then all the variable names that are common to the input table and the filtering table are used to find matching rows. If the where parameter for the input table and this parameter are specified, then this filtering table is applied first.
The groupbytable value can be one or more of the following:
specifies the caslib for the filter table. By default, the active caslib is used.
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
For more information about specifying the dataSourceOptions parameter, see the common dataSourceOptions parameter (Appendix A: Common Parameters).
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the filter table.
specifies the variable names to use from the filter table.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the data from the filter table.
specifies the settings for an input table.
| Long form | table=list(name="table-name") |
|---|---|
| Shortcut form | table="table-name" |
The castable value can be one or more of the following:
specifies the caslib for the input table that you want to use with the action. By default, the active caslib is used. Specify a value only if you need to access a table from a different caslib.
when set to True, creates the computed variables when the table is loaded instead of when the action begins.
| Alias | compOnDemand |
|---|---|
| Default | FALSE |
specifies the names of the computed variables to create. Specify an expression for each variable in the computedVarsProgram parameter. If you do not specify this parameter, then all variables from computedVarsProgram are automatically included.
| Alias | compVars |
|---|
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for each computed variable that you include in the computedVars parameter.
| Alias | compPgm |
|---|
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the input table.
when set to True, does not create a transient table on the server. Setting this parameter to True can be efficient, but the data might not have stable ordering upon repeated runs.
| Default | FALSE |
|---|
specifies the variables to use in the action.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the input data.
specifies an input table that contains rows to use as a WHERE filter. If the vars parameter is not specified, then all the variable names that are common to the input table and the filtering table are used to find matching rows. If the where parameter for the input table and this parameter are specified, then this filtering table is applied first.
The groupbytable value can be one or more of the following:
specifies the caslib for the filter table. By default, the active caslib is used.
specifies data source options.
| Aliases | options |
|---|---|
| dataSource |
For more information about specifying the dataSourceOptions parameter, see the common dataSourceOptions parameter (Appendix A: Common Parameters).
specifies the settings for reading a table from a data source.
| Alias | import |
|---|
For more information about specifying the importOptions parameter, see the common importOptions parameter (Appendix A: Common Parameters).
specifies the name of the filter table.
specifies the variable names to use from the filter table.
The casinvardesc value can be one or more of the following:
specifies the format to apply to the variable.
specifies the length of the format field plus the length of the format precision.
specifies the descriptive label for the variable.
specifies the name for the variable.
specifies the length of the format precision.
specifies the length of the format field.
specifies an expression for subsetting the data from the filter table.
specifies the target variable when scoring a data set. If the target variable name in the model is the same in the scored table, then this option is not required.