
smile.math.distance.Metric Maven / Gradle / Ivy
/*
* Copyright (c) 2010-2021 Haifeng Li. All rights reserved.
*
* Smile is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* Smile 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 General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with Smile. If not, see .
*/
package smile.math.distance;
/**
* A metric function defines a distance between elements of a set. Besides
* non-negativity, isolation, and symmetry, it also has to satisfy triangular
* inequality.
*
* - non-negativity: {@code d(x, y) >= 0}
*
- isolation: {@code d(x, y) = 0} if and only if {@code x = y}
*
- symmetry: {@code d(x, y) = d(x, y)}
*
- triangular inequality: {@code |x - y| + |y - z| >= |x - z|}.
*
*
* @param the input type of metric function.
*
* @author Haifeng Li
*/
public interface Metric extends Distance {
}
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