/// <summary>
/// Creates a new <see cref="MeanShift"/> algorithm.
/// </summary>
///
/// <param name="dimension">The dimension of the samples to be clustered.</param>
/// <param name="bandwidth">The bandwidth (also known as radius) to consider around samples.</param>
/// <param name="kernel">The density kernel function to use.</param>
///
public MeanShift(int dimension, IRadiallySymmetricKernel kernel, double bandwidth)
{
this.dimension = dimension;
this.kernel = kernel;
this.Bandwidth = bandwidth;
this.distance = Accord.Math.Distance.SquareEuclidean;
}
/// <summary>
/// Creates a new <see cref="MeanShift"/> algorithm.
/// </summary>
///
/// <param name="dimension">The dimension of the samples to be clustered.</param>
/// <param name="bandwidth">The bandwidth (also known as radius) to consider around samples.</param>
/// <param name="kernel">The density kernel function to use.</param>
///
public MeanShift(int dimension, IRadiallySymmetricKernel kernel, double bandwidth)
{
this.dimension = dimension;
this.kernel = kernel;
this.Bandwidth = bandwidth;
this.distance = Accord.Math.Distance.Euclidean;
this.UseParallelProcessing = true;
this.MaxIterations = 100;
this.Tolerance = 1e-3;
}
/// <summary>
/// Creates a new <see cref="MeanShift"/> algorithm.
/// </summary>
///
/// <param name="bandwidth">The bandwidth (also known as radius) to consider around samples.</param>
/// <param name="kernel">The density kernel function to use.</param>
///
public MeanShift(IRadiallySymmetricKernel kernel, double bandwidth)
{
this.kernel = kernel;
this.Bandwidth = bandwidth;
this.Distance = new Accord.Math.Distances.Euclidean();
this.ParallelOptions = new ParallelOptions();
this.MaxIterations = 100;
this.Tolerance = 1e-3;
this.ComputeLabels = true;
this.ComputeProportions = true;
}
/// <summary>
/// Creates a new <see cref="MeanShift"/> algorithm.
/// </summary>
///
public MeanShift()
{
this.kernel = new UniformKernel();
this.Bandwidth = 1.0;
this.Distance = new Accord.Math.Distances.Euclidean();
this.ParallelOptions = new ParallelOptions();
this.MaxIterations = 100;
this.Tolerance = 1e-3;
this.ComputeLabels = true;
this.ComputeProportions = true;
}
public MeanShift(int dimension, IRadiallySymmetricKernel kernel, double bandwidth)
: this(kernel, bandwidth)
{
}
