Attribute Evaluators
| Name |
Publication |
Description |
Attribute |
Class |
Papers |
| CfsSubsetEval |
1998 |
Attribute subset selection based on individual predictive capability and the redundancy between attributes. |
unary, binary, nominal, numeric, date |
binary, nominal, numeric, date |
1, 3, 4, 5 |
| ChiSquaredAttribtueEval |
- |
|
unary, binary, nominal, numeric, date |
binary, nominal |
1, 3, 4 |
| ClassifierSubsetEval |
- |
Evaluates attribute subsets on training data or a seperate hold out testing set. |
unary, binary, nominal, numeric, date, string, relational |
binary, nominal, numeric, date |
|
| ConsistencySubsetEval |
1996 |
|
unary, binary, nominal, numeric, date |
binary, nominal |
3, 4 |
| CostSensitiveAttributeEval |
- |
A meta subset evaluator that makes its base subset evaluator cost-sensitive. |
unary, binary, nominal, numeric, date |
binary, nominal |
|
| CostSensitiveSubsetEval |
- |
A meta subset evaluator that makes its base subset evaluator cost-sensitive. |
unary, binary, nominal, numeric, date |
binary, nomina |
|
| FilteredAttributeEval |
- |
|
unary, binary, nominal, numeric, date, string, relational |
binary, nominal |
3, 4 |
| FilteredSubsetEval |
- |
|
unary, binary, nominal, numeric, date, string, relational |
binary, nominal |
3, 4 |
| GainRatioAttributeEval |
- |
Evaluates the worth of an attribute by measuring the gain ratio with respect to the class |
unary, binary, nominal, numeric, date |
binary, nominal |
1, 3, 4 |
| InfoGainAttributeEval |
- |
Evaluates the worth of an attribute by measuring the information gain with respect to the class. |
unary, binary, nominal, numeric, date |
binary, nominal |
3, 4 |
| LatentSemanticAnalysis |
- |
Performs latent semantic analysis and transformation of the data. |
unary, binary, nominal, numeric, date |
binary, nominal, numeric, date |
|
| OneRAttributeEval |
- |
Evaluates the worth of an attribute by using the OneR classifier |
unary, binary, nominal, numeric, date |
binary, nominal |
3, 4 |
| PrincipalComponents |
- |
Performs a principal components analysis and transformation of the data |
unary, binary, nominal, numeric, date |
binary, nominal, numeric, date |
|
| ReliefFAttribute |
1992, 1994, 1997 |
Evaluates the worth of an attribute by repeatedly sampling an instance and considering the value of the given attribute for the nearest instance of the same and different class. |
unary, binary, nominal, numeric, date |
binary, nominal, numeric, date |
3, 4 |
| SVMAttributeEval |
2002 |
Evaluates the worth of an attribute by using an SVM classifier. |
unary, binary, numeric |
binary, nominal |
|
| SymmetricalUncertAttributeEval |
- |
Evaluates the worth of an attribute by measuring the symmetrical uncertainty with respect to the class. |
unary, binary, nominal, numeric, date |
binary, nominal |
3, 4 |
| WrapperSubsetEval |
1997 |
Evaluates attribute sets by using a learning scheme. |
unary, binary, nominal, numeric,
string, date, relational |
binary, nominal, numeric, date |
|
|
