.TH "mlpack::kmeans::MaxVarianceNewCluster" 3 "Tue Sep 9 2014" "Version 1.0.10" "MLPACK" \" -*- nroff -*-
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.SH NAME
mlpack::kmeans::MaxVarianceNewCluster \- 
.PP
When an empty cluster is detected, this class takes the point furthest from the centroid of the cluster with maximum variance as a new cluster\&.  

.SH SYNOPSIS
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.PP
.SS "Public Member Functions"

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.RI "\fBMaxVarianceNewCluster\fP ()"
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.RI "\fIDefault constructor required by EmptyClusterPolicy\&. \fP"
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.SS "Static Public Member Functions"

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.RI "template<typename MatType > static size_t \fBEmptyCluster\fP (const MatType &data, const size_t emptyCluster, const MatType &centroids, arma::Col< size_t > &clusterCounts, arma::Col< size_t > &assignments)"
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.RI "\fITake the point furthest from the centroid of the cluster with maximum variance to be a new cluster\&. \fP"
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.SH "Detailed Description"
.PP 
When an empty cluster is detected, this class takes the point furthest from the centroid of the cluster with maximum variance as a new cluster\&. 
.PP
Definition at line 36 of file max_variance_new_cluster\&.hpp\&.
.SH "Constructor & Destructor Documentation"
.PP 
.SS "mlpack::kmeans::MaxVarianceNewCluster::MaxVarianceNewCluster ()\fC [inline]\fP"

.PP
Default constructor required by EmptyClusterPolicy\&. 
.PP
Definition at line 40 of file max_variance_new_cluster\&.hpp\&.
.SH "Member Function Documentation"
.PP 
.SS "template<typename MatType > static size_t mlpack::kmeans::MaxVarianceNewCluster::EmptyCluster (const MatType &data, const size_temptyCluster, const MatType &centroids, arma::Col< size_t > &clusterCounts, arma::Col< size_t > &assignments)\fC [static]\fP"

.PP
Take the point furthest from the centroid of the cluster with maximum variance to be a new cluster\&. 
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\fBTemplate Parameters:\fP
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\fIMatType\fP Type of data (arma::mat or arma::sp_mat)\&. 
.RE
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\fBParameters:\fP
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\fIdata\fP Dataset on which clustering is being performed\&. 
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\fIemptyCluster\fP Index of cluster which is empty\&. 
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\fIcentroids\fP Centroids of each cluster (one per column)\&. 
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\fIclusterCounts\fP Number of points in each cluster\&. 
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\fIassignments\fP Cluster assignments of each point\&.
.RE
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\fBReturns:\fP
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Number of points changed\&. 
.RE
.PP


.SH "Author"
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Generated automatically by Doxygen for MLPACK from the source code\&.