class |
ClassifierAttributeEval |
ClassifierAttributeEval :
Evaluates the worth of an attribute by using a user-specified classifier.
|
class |
CorrelationAttributeEval |
CorrelationAttributeEval :
Evaluates the worth of an attribute by measuring the correlation (Pearson's)
between it and the class.
Nominal attributes are considered on a value by value basis by treating each
value as an indicator.
|
class |
GainRatioAttributeEval |
GainRatioAttributeEval :
Evaluates the worth of an attribute by measuring the gain ratio with respect
to the class.
GainR(Class, Attribute) = (H(Class) - H(Class | Attribute)) / H(Attribute).
|
class |
InfoGainAttributeEval |
InfoGainAttributeEval :
Evaluates the worth of an attribute by measuring the information gain with
respect to the class.
InfoGain(Class,Attribute) = H(Class) - H(Class | Attribute).
|
class |
OneRAttributeEval |
OneRAttributeEval :
Evaluates the worth of an attribute by using the OneR classifier.
|
class |
PrincipalComponents |
Performs a principal components analysis and
transformation of the data.
|
class |
ReliefFAttributeEval |
ReliefFAttributeEval :
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.
|
class |
SymmetricalUncertAttributeEval |
SymmetricalUncertAttributeEval :
Evaluates the worth of an attribute by measuring the symmetrical uncertainty
with respect to the class.
|
class |
UnsupervisedAttributeEvaluator |
Abstract unsupervised attribute evaluator.
|