O
- the type of DatabaseObjects handled by this AlgorithmD
- the type of Distance used by this Algorithm@Title(value="KNN-Distance-Order") @Description(value="Assesses the knn distances for a specified k and orders them.") public class KNNDistanceOrder<O,D extends Distance<D>> extends AbstractDistanceBasedAlgorithm<O,D,KNNDistanceOrderResult<D>>
Modifier and Type | Class and Description |
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static class |
KNNDistanceOrder.Parameterizer<O,D extends Distance<D>>
Parameterization class.
|
Modifier and Type | Field and Description |
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private int |
k
Holds the value of
K_ID . |
static OptionID |
K_ID
Parameter to specify the distance of the k-distant object to be assessed,
must be an integer greater than 0.
|
private static Logging |
LOG
The logger for this class.
|
private double |
percentage
Holds the value of
PERCENTAGE_ID . |
static OptionID |
PERCENTAGE_ID
Parameter to specify the average percentage of distances randomly chosen to
be provided in the result, must be a double greater than 0 and less than or
equal to 1.
|
DISTANCE_FUNCTION_ID
Constructor and Description |
---|
KNNDistanceOrder(DistanceFunction<O,D> distanceFunction,
int k,
double percentage)
Constructor.
|
Modifier and Type | Method and Description |
---|---|
TypeInformation[] |
getInputTypeRestriction()
Get the input type restriction used for negotiating the data query.
|
protected Logging |
getLogger()
Get the (STATIC) logger for this class.
|
KNNDistanceOrderResult<D> |
run(Database database,
Relation<O> relation)
Provides an order of the kNN-distances for all objects within the specified
database.
|
getDistanceFunction
makeParameterDistanceFunction, run
private static final Logging LOG
public static final OptionID K_ID
private int k
K_ID
.public static final OptionID PERCENTAGE_ID
private double percentage
PERCENTAGE_ID
.public KNNDistanceOrder(DistanceFunction<O,D> distanceFunction, int k, double percentage)
distanceFunction
- Distance functionk
- k Parameterpercentage
- percentage parameterpublic KNNDistanceOrderResult<D> run(Database database, Relation<O> relation)
database
- Databaserelation
- Relationpublic TypeInformation[] getInputTypeRestriction()
AbstractAlgorithm
getInputTypeRestriction
in interface Algorithm
getInputTypeRestriction
in class AbstractAlgorithm<KNNDistanceOrderResult<D extends Distance<D>>>
protected Logging getLogger()
AbstractAlgorithm
getLogger
in class AbstractAlgorithm<KNNDistanceOrderResult<D extends Distance<D>>>