BKDTree offers a simple and high performant implementation of a growing only BKDTree<T>
and a static KDTree<T>
for C# and .NET.
A BKDTree and an KDTree allow storing any queying of multidimensional data. Non of these support a method for removing items.
For nearest neighbor queries there are dediated variants like MetricBKDTree<T>
and MetricKDTree<T>
. As nearest neighbor queries require to calculate euclidean distance between values T
must implement IMetricTreeItem<in T>
.
Items of type T
that shall be stored in a BKDTree<T>
or a KDTree<T>
must implement the interface ITreeItem<T>
with its method CompareDimensionTo()
.
public interface ITreeItem<in T>
{
int CompareDimensionTo(T other, int dimension);
}
For nearest neighbor queries there are dediated variants MetricBKDTree<T>
and MetricKDTree<T>
while T
must implement IMetricTreeItem<in T>
to allow calculation of euclidean distance between values.
public interface IMetricTreeItem<in T> : ITreeItem<T>
{
double GetDimension(int dimension);
}
Contributions are welcome.
MIT License
Copyright (c) 2024 DevAM
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