de.lmu.ifi.dbs.elki.math.statistics.kernelfunctions.CosineKernelDensityFunction Maven / Gradle / Ivy

Go to download

Show more of this group Show more artifacts with this name
Show all versions of elki Show documentation

ELKI - Main Module – Open-Source Data-Mining Framework with Index Acceleration

There is a newer version: 0.7.5

package de.lmu.ifi.dbs.elki.math.statistics.kernelfunctions;

/*
 This file is part of ELKI:
 Environment for Developing KDD-Applications Supported by Index-Structures

 Copyright (C) 2015
 Ludwig-Maximilians-Universität München
 Lehr- und Forschungseinheit für Datenbanksysteme
 ELKI Development Team

 This program is free software: you can redistribute it and/or modify
 it under the terms of the GNU Affero General Public License as published by
 the Free Software Foundation, either version 3 of the License, or
 (at your option) any later version.

 This program is distributed in the hope that it will be useful,
 but WITHOUT ANY WARRANTY; without even the implied warranty of
 MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
 GNU Affero General Public License for more details.

 You should have received a copy of the GNU Affero General Public License
 along with this program.  If not, see .
 */

import de.lmu.ifi.dbs.elki.math.MathUtil;
import de.lmu.ifi.dbs.elki.utilities.optionhandling.AbstractParameterizer;

/**
 * Cosine kernel density estimator.
 * 
 * @author Erich Schubert
 * @since 0.6.0
 */
public final class CosineKernelDensityFunction implements KernelDensityFunction {
  /**
   * Static instance.
   */
  public static final CosineKernelDensityFunction KERNEL = new CosineKernelDensityFunction();

  /**
   * Canonical bandwidth.
   * 
   * Computed as (R / STDDEV^4)^(1/5)
   * 
   * This is approximately: 1.7662654022050532
   */
  public static final double CANONICAL_BANDWIDTH = Math.pow(MathUtil.PISQUARE / (16. * (1. - 8. / MathUtil.PISQUARE) * (1. - 8. / MathUtil.PISQUARE)), .2);

  /**
   * Standard deviation.
   */
  private static final double STDDEV = Math.sqrt(1. - 8. / MathUtil.PISQUARE);

  /**
   * R constant.
   */
  private static final double R = Math.PI * Math.PI / 16.;

  /**
   * Private, empty constructor. Use the static instance!
   */
  private CosineKernelDensityFunction() {
    // Nothing to do.
  }

  @Override
  public double density(double delta) {
    return (delta < 1.) ? MathUtil.QUARTERPI * Math.cos(MathUtil.HALFPI * delta) : 0.;
  }

  @Override
  public double canonicalBandwidth() {
    return CANONICAL_BANDWIDTH;
  }

  @Override
  public double standardDeviation() {
    return STDDEV;
  }

  @Override
  public double getR() {
    return R;
  }

  /**
   * Parameterization stub.
   * 
   * @author Erich Schubert
   * 
   * @apiviz.exclude
   */
  public static class Parameterizer extends AbstractParameterizer {
    @Override
    protected CosineKernelDensityFunction makeInstance() {
      return KERNEL;
    }
  }
}