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/*******************************************************************************
* Copyright (c) 2010-2020 Haifeng Li. All rights reserved.
*
* Smile is free software: you can redistribute it and/or modify
* it under the terms of the GNU Lesser 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 Lesser General Public License for more details.
*
* You should have received a copy of the GNU Lesser General Public License
* along with Smile. If not, see .
******************************************************************************/
package smile.math.distance;
import java.util.Iterator;
import smile.util.SparseArray;
/**
* Chebyshev distance (or Tchebychev distance), or L∞ metric
* is a metric defined on a vector space where the distance between two vectors
* is the greatest of their differences along any coordinate dimension.
*
* @author Haifeng Li
*/
public class SparseChebyshevDistance implements Metric {
private static final long serialVersionUID = 1L;
/**
* Constructor.
*/
public SparseChebyshevDistance() {
}
@Override
public String toString() {
return "Chebyshev Distance";
}
@Override
public double d(SparseArray x, SparseArray y) {
if (x.isEmpty()) {
throw new IllegalArgumentException("List x is empty.");
}
if (y.isEmpty()) {
throw new IllegalArgumentException("List y is empty.");
}
Iterator iterX = x.iterator();
Iterator iterY = y.iterator();
SparseArray.Entry a = iterX.hasNext() ? iterX.next() : null;
SparseArray.Entry b = iterY.hasNext() ? iterY.next() : null;
double dist = 0.0;
while (a != null && b != null) {
if (a.i < b.i) {
double d = Math.abs(a.x);
if (dist < d) dist = d;
a = iterX.hasNext() ? iterX.next() : null;
} else if (a.i > b.i) {
double d = Math.abs(b.x);
if (dist < d) dist = d;
b = iterY.hasNext() ? iterY.next() : null;
} else {
double d = Math.abs(a.x - b.x);
if (dist < d) dist = d;
a = iterX.hasNext() ? iterX.next() : null;
b = iterY.hasNext() ? iterY.next() : null;
}
}
while (a != null) {
double d = Math.abs(a.x);
if (dist < d) dist = d;
a = iterX.hasNext() ? iterX.next() : null;
}
while (b != null) {
double d = Math.abs(b.x);
if (dist < d) dist = d;
b = iterY.hasNext() ? iterY.next() : null;
}
return Math.sqrt(dist);
}
}
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