Provides actions for nominal variables dimension reduction
Reduces the dimensionality of nominal variables by using a logistic principal component analysis.
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 parametertable |
— |
specifies the input table. |
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
required parametercasOut |
specifies the output data table that contains the values of the reduced variables for the training nominal data. |
|
|
names |
lists the names of results tables to save as CAS tables on the server. |
|
|
— |
specifies the output data table in which to save the dimensionality reduction model of the nominal variables for future scoring. |
specifies the number of reduced variables.
| Aliases | dim |
|---|---|
| dimension | |
| dimens | |
| Minimum value | 1 |
specifies a list of results tables to send to the client for display.
For more information about specifying the display parameter, see the common displayTables parameter (Appendix A: Common Parameters).
specifies the tolerance to use in determining the convergence of the iterative algorithm.
| Alias | tolerance |
|---|---|
| Default | 0.0001 |
| Range | 1E-08–0.1 |
specifies the frequency variable.
| Alias | frequency |
|---|
specifies the variables to use as record identifiers and to transfer to the output table that you specify in the output parameter.
specifies the variables to use in the analysis.
For more information about specifying the inputs parameter, see the common casinvardesc parameter (Appendix A: Common Parameters).
| Alias | input |
|---|
specifies a finite positive value to approximate the logit function's infinite limits: logit(1) is approximated by m, and logit(0) is approximated by -m.
| Default | 4 |
|---|---|
| Range | (0–10] |
specifies the maximum number of iterations for the iterative algorithm.
| Aliases | maxIterations |
|---|---|
| maxIters | |
| Default | 100 |
| Range | 1–100000000 |
specifies the nominal variables to use in the training.
For more information about specifying the nominals parameter, see the common casinvardesc parameter (Appendix A: Common Parameters).
| Alias | nominal |
|---|
specifies the output data table that contains the values of the reduced variables for the training nominal data.
For more information about specifying the output parameter, see the common outputStatement parameter (Appendix A: Common Parameters).
lists the names of results tables to save as CAS tables on the server.
For more information about specifying the outputTables parameter, see the common outputTables parameter (Appendix A: Common Parameters).
| Alias | DISPLAYOUT |
|---|
specifies a prefix to apply to the names of the reduced variables.
| Aliases | reducedVarNamePrefix |
|---|---|
| reducedVarsNamePrefix | |
| Default | "rv" |
specifies the output data table in which to save the dimensionality reduction model of the nominal variables for future scoring.
For more information about specifying the saveState parameter, see the common casouttable (Form 1) parameter (Appendix A: Common Parameters).
| Alias | saveModel |
|---|
specifies the 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.
Reduces the dimensionality of nominal variables by using a logistic principal component analysis.
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 parametertable |
— |
specifies the input table. |
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
required parametercasOut |
specifies the output data table that contains the values of the reduced variables for the training nominal data. |
|
|
names |
lists the names of results tables to save as CAS tables on the server. |
|
|
— |
specifies the output data table in which to save the dimensionality reduction model of the nominal variables for future scoring. |
specifies the number of reduced variables.
| Aliases | dim |
|---|---|
| dimension | |
| dimens | |
| Minimum value | 1 |
specifies a list of results tables to send to the client for display.
For more information about specifying the display parameter, see the common displayTables parameter (Appendix A: Common Parameters).
specifies the tolerance to use in determining the convergence of the iterative algorithm.
| Alias | tolerance |
|---|---|
| Default | 0.0001 |
| Range | 1E-08–0.1 |
specifies the frequency variable.
| Alias | frequency |
|---|
specifies the variables to use as record identifiers and to transfer to the output table that you specify in the output parameter.
specifies the variables to use in the analysis.
For more information about specifying the inputs parameter, see the common casinvardesc parameter (Appendix A: Common Parameters).
| Alias | input |
|---|
specifies a finite positive value to approximate the logit function's infinite limits: logit(1) is approximated by m, and logit(0) is approximated by -m.
| Default | 4 |
|---|---|
| Range | (0–10] |
specifies the maximum number of iterations for the iterative algorithm.
| Aliases | maxIterations |
|---|---|
| maxIters | |
| Default | 100 |
| Range | 1–100000000 |
specifies the nominal variables to use in the training.
For more information about specifying the nominals parameter, see the common casinvardesc parameter (Appendix A: Common Parameters).
| Alias | nominal |
|---|
specifies the output data table that contains the values of the reduced variables for the training nominal data.
For more information about specifying the output parameter, see the common outputStatement parameter (Appendix A: Common Parameters).
lists the names of results tables to save as CAS tables on the server.
For more information about specifying the outputTables parameter, see the common outputTables parameter (Appendix A: Common Parameters).
| Alias | DISPLAYOUT |
|---|
specifies a prefix to apply to the names of the reduced variables.
| Aliases | reducedVarNamePrefix |
|---|---|
| reducedVarsNamePrefix | |
| Default | "rv" |
specifies the output data table in which to save the dimensionality reduction model of the nominal variables for future scoring.
For more information about specifying the saveState parameter, see the common casouttable (Form 1) parameter (Appendix A: Common Parameters).
| Alias | saveModel |
|---|
specifies the 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.
Reduces the dimensionality of nominal variables by using a logistic principal component analysis.
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 parametertable |
— |
specifies the input table. |
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
required parametercasOut |
specifies the output data table that contains the values of the reduced variables for the training nominal data. |
|
|
names |
lists the names of results tables to save as CAS tables on the server. |
|
|
— |
specifies the output data table in which to save the dimensionality reduction model of the nominal variables for future scoring. |
specifies the number of reduced variables.
| Aliases | dim |
|---|---|
| dimension | |
| dimens | |
| Minimum value | 1 |
specifies a list of results tables to send to the client for display.
For more information about specifying the display parameter, see the common displayTables parameter (Appendix A: Common Parameters).
specifies the tolerance to use in determining the convergence of the iterative algorithm.
| Alias | tolerance |
|---|---|
| Default | 0.0001 |
| Range | 1E-08–0.1 |
specifies the frequency variable.
| Alias | frequency |
|---|
specifies the variables to use as record identifiers and to transfer to the output table that you specify in the output parameter.
specifies the variables to use in the analysis.
For more information about specifying the inputs parameter, see the common casinvardesc parameter (Appendix A: Common Parameters).
| Alias | input |
|---|
specifies a finite positive value to approximate the logit function's infinite limits: logit(1) is approximated by m, and logit(0) is approximated by -m.
| Default | 4 |
|---|---|
| Range | (0–10] |
specifies the maximum number of iterations for the iterative algorithm.
| Aliases | maxIterations |
|---|---|
| maxIters | |
| Default | 100 |
| Range | 1–100000000 |
specifies the nominal variables to use in the training.
For more information about specifying the nominals parameter, see the common casinvardesc parameter (Appendix A: Common Parameters).
| Alias | nominal |
|---|
specifies the output data table that contains the values of the reduced variables for the training nominal data.
For more information about specifying the output parameter, see the common outputStatement parameter (Appendix A: Common Parameters).
lists the names of results tables to save as CAS tables on the server.
For more information about specifying the outputTables parameter, see the common outputTables parameter (Appendix A: Common Parameters).
| Alias | DISPLAYOUT |
|---|
specifies a prefix to apply to the names of the reduced variables.
| Aliases | reducedVarNamePrefix |
|---|---|
| reducedVarsNamePrefix | |
| Default | "rv" |
specifies the output data table in which to save the dimensionality reduction model of the nominal variables for future scoring.
For more information about specifying the saveState parameter, see the common casouttable (Form 1) parameter (Appendix A: Common Parameters).
| Alias | saveModel |
|---|
specifies the 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.
Reduces the dimensionality of nominal variables by using a logistic principal component analysis.
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 parametertable |
— |
specifies the input table. |
|
Parameter |
Subparameter |
Description |
|---|---|---|
|
required parametercasOut |
specifies the output data table that contains the values of the reduced variables for the training nominal data. |
|
|
names |
lists the names of results tables to save as CAS tables on the server. |
|
|
— |
specifies the output data table in which to save the dimensionality reduction model of the nominal variables for future scoring. |
specifies the number of reduced variables.
| Aliases | dim |
|---|---|
| dimension | |
| dimens | |
| Minimum value | 1 |
specifies a list of results tables to send to the client for display.
For more information about specifying the display parameter, see the common displayTables parameter (Appendix A: Common Parameters).
specifies the tolerance to use in determining the convergence of the iterative algorithm.
| Alias | tolerance |
|---|---|
| Default | 0.0001 |
| Range | 1E-08–0.1 |
specifies the frequency variable.
| Alias | frequency |
|---|
specifies the variables to use as record identifiers and to transfer to the output table that you specify in the output parameter.
specifies the variables to use in the analysis.
For more information about specifying the inputs parameter, see the common casinvardesc parameter (Appendix A: Common Parameters).
| Alias | input |
|---|
specifies a finite positive value to approximate the logit function's infinite limits: logit(1) is approximated by m, and logit(0) is approximated by -m.
| Default | 4 |
|---|---|
| Range | (0–10] |
specifies the maximum number of iterations for the iterative algorithm.
| Aliases | maxIterations |
|---|---|
| maxIters | |
| Default | 100 |
| Range | 1–100000000 |
specifies the nominal variables to use in the training.
For more information about specifying the nominals parameter, see the common casinvardesc parameter (Appendix A: Common Parameters).
| Alias | nominal |
|---|
specifies the output data table that contains the values of the reduced variables for the training nominal data.
For more information about specifying the output parameter, see the common outputStatement parameter (Appendix A: Common Parameters).
lists the names of results tables to save as CAS tables on the server.
For more information about specifying the outputTables parameter, see the common outputTables parameter (Appendix A: Common Parameters).
| Alias | DISPLAYOUT |
|---|
specifies a prefix to apply to the names of the reduced variables.
| Aliases | reducedVarNamePrefix |
|---|---|
| reducedVarsNamePrefix | |
| Default | "rv" |
specifies the output data table in which to save the dimensionality reduction model of the nominal variables for future scoring.
For more information about specifying the saveState parameter, see the common casouttable (Form 1) parameter (Appendix A: Common Parameters).
| Alias | saveModel |
|---|
specifies the 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.