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 |
|
| CorrelationAttributeEval |
- |
Evaluates the worth of an attribute by measuring the correlation (Pearson's) between it and the class |
unary, binary, nominal, numeric, date |
binary, nominal |
|
| GainRatioAttributeEval |
- |
Evaluates the worth of an attribute by measuring the gain ratio with respect to the class |
unary, binary, nominal, numeric, date |
binary, nominal |
|
| InfoGainAttributeEval |
- |
Evaluates the worth of an attribute by measuring the information gain with respect to the class. |
unary, binary, nominal, numeric, date |
binary, nominal |
|
| OneRAttributeEval |
- |
Evaluates the worth of an attribute by using the OneR classifier |
unary, binary, nominal, numeric, date |
binary, nominal |
|
| 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 |
|
| SymmetricalUncertAttributeEval |
- |
Evaluates the worth of an attribute by measuring the symmetrical uncertainty with respect to the class. |
unary, binary, nominal, numeric, date |
binary, nominal |
|
| TPPAttributeEvaluation |
- |
A dummy attribute evaluation method to be used with TPPAttributeSearch. |
unary, binary, nominal, numeric,
string, date, relational
|
unary, binary,
nominal, numeric,
string, date,
relational
|
|
| WrapperSubsetEval |
1997 |
Evaluates attribute sets by using a learning scheme. |
unary, binary, nominal, numeric,
string, date, relational |
binary, nominal, numeric, date |
|
|
