Policy which allows K-Means to create empty clusters without any error being reported.
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#include <allow_empty_clusters.hpp>
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| AllowEmptyClusters () |
| | Default constructor required by EmptyClusterPolicy policy.
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template<typename Archive > |
| void | serialize (Archive &, const uint32_t) |
| | Serialize the empty cluster policy (nothing to do).
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| template<typename MetricType , typename MatType > |
| static force_inline void | EmptyCluster (const MatType &, const size_t emptyCluster, const arma::mat &oldCentroids, arma::mat &newCentroids, arma::Col< size_t > &, MetricType &, const size_t) |
| | This function allows empty clusters to persist simply by leaving the empty cluster in its last position. More...
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Policy which allows K-Means to create empty clusters without any error being reported.
◆ EmptyCluster()
template<typename MetricType , typename MatType >
| static force_inline void mlpack::kmeans::AllowEmptyClusters::EmptyCluster |
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const MatType & |
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const size_t |
emptyCluster, |
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const arma::mat & |
oldCentroids, |
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arma::mat & |
newCentroids, |
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arma::Col< size_t > & |
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MetricType & |
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const size_t |
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inlinestatic |
This function allows empty clusters to persist simply by leaving the empty cluster in its last position.
- Template Parameters
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| MatType | Type of data (arma::mat or arma::spmat). |
- Parameters
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| * | (data) Dataset on which clustering is being performed. |
| emptyCluster | Index of cluster which is empty. |
| oldCentroids | Centroids of each cluster (one per column) at the start of the iteration. |
| newCentroids | Centroids of each cluster (one per column) at the end of the iteration. |
| * | (clusterCounts) Number of points in each cluster. |
| * | (metric) The Metric to use. |
| * | (iteration) Number of iteration. |
- Returns
- Number of points changed (0).
The documentation for this class was generated from the following file:
