public class KMeansInpiredMethod extends KDTreeNodeSplitter implements TechnicalInformationHandler
@mastersthesis{Kibriya2007, address = {Hamilton, New Zealand}, author = {Ashraf Masood Kibriya}, school = {Department of Computer Science, School of Computing and Mathematical Sciences, University of Waikato}, title = {Fast Algorithms for Nearest Neighbour Search}, year = {2007} }
MAX, MIN, WIDTH
Constructor and Description |
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KMeansInpiredMethod() |
Modifier and Type | Method and Description |
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java.lang.String |
getRevision()
Returns the revision string.
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TechnicalInformation |
getTechnicalInformation()
Returns an instance of a TechnicalInformation object, containing detailed
information about the technical background of this class, e.g., paper
reference or book this class is based on.
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java.lang.String |
globalInfo()
Returns a string describing this nearest neighbour search algorithm.
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void |
splitNode(KDTreeNode node,
int numNodesCreated,
double[][] nodeRanges,
double[][] universe)
Splits a node into two such that the overall sum of squared distances
of points to their centres on both sides of the (axis-parallel)
splitting plane is minimum.
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getOptions, listOptions, setEuclideanDistanceFunction, setInstanceList, setInstances, setNodeWidthNormalization, setOptions
public java.lang.String globalInfo()
public TechnicalInformation getTechnicalInformation()
getTechnicalInformation
in interface TechnicalInformationHandler
public void splitNode(KDTreeNode node, int numNodesCreated, double[][] nodeRanges, double[][] universe) throws java.lang.Exception
splitNode
in class KDTreeNodeSplitter
node
- The node to split.numNodesCreated
- The number of nodes that so far have been
created for the tree, so that the newly created nodes are
assigned correct/meaningful node numbers/ids.nodeRanges
- The attributes' range for the points inside
the node that is to be split.universe
- The attributes' range for the whole
point-space.java.lang.Exception
- If there is some problem in splitting the
given node.public java.lang.String getRevision()
getRevision
in interface RevisionHandler
getRevision
in class KDTreeNodeSplitter