org.apache.mahout.math.Centroid Maven / Gradle / Ivy
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High performance scientific and technical computing data structures and methods,
mostly based on CERN's
Colt Java API
/*
* Licensed to the Apache Software Foundation (ASF) under one or more
* contributor license agreements. See the NOTICE file distributed with
* this work for additional information regarding copyright ownership.
* The ASF licenses this file to You under the Apache License, Version 2.0
* (the "License"); you may not use this file except in compliance with
* the License. You may obtain a copy of the License at
*
* http://www.apache.org/licenses/LICENSE-2.0
*
* Unless required by applicable law or agreed to in writing, software
* distributed under the License is distributed on an "AS IS" BASIS,
* WITHOUT WARRANTIES OR CONDITIONS OF ANY KIND, either express or implied.
* See the License for the specific language governing permissions and
* limitations under the License.
*/
package org.apache.mahout.math;
import org.apache.mahout.math.function.Functions;
/**
* A centroid is a weighted vector. We have it delegate to the vector itself for lots of operations
* to make it easy to use vector search classes and such.
*/
public class Centroid extends WeightedVector {
public Centroid(WeightedVector original) {
super(original.getVector().like().assign(original), original.getWeight(), original.getIndex());
}
public Centroid(int key, Vector initialValue) {
super(initialValue, 1, key);
}
public Centroid(int key, Vector initialValue, double weight) {
super(initialValue, weight, key);
}
public static Centroid create(int key, Vector initialValue) {
if (initialValue instanceof WeightedVector) {
return new Centroid(key, new DenseVector(initialValue), ((WeightedVector) initialValue).getWeight());
} else {
return new Centroid(key, new DenseVector(initialValue), 1);
}
}
public void update(Vector v) {
if (v instanceof Centroid) {
Centroid c = (Centroid) v;
update(c.delegate, c.getWeight());
} else {
update(v, 1);
}
}
public void update(Vector other, final double wy) {
final double wx = getWeight();
delegate.assign(other, Functions.reweigh(wx, wy));
setWeight(wx + wy);
}
@Override
public Centroid like() {
return new Centroid(getIndex(), getVector().like(), getWeight());
}
/**
* Gets the index of this centroid. Use getIndex instead to maintain standard names.
*/
@Deprecated
public int getKey() {
return getIndex();
}
public void addWeight(double newWeight) {
setWeight(getWeight() + newWeight);
}
@Override
public String toString() {
return String.format("key = %d, weight = %.2f, vector = %s", getIndex(), getWeight(), delegate);
}
@SuppressWarnings("CloneDoesntCallSuperClone")
@Override
public Centroid clone() {
return new Centroid(this);
}
}