FirstMoment.java
/*
* 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
*
* https://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.
*/
/*
* This is not the original file distributed by the Apache Software Foundation
* It has been modified by the Hipparchus project
*/
package org.hipparchus.stat.descriptive.moment;
import java.io.Serializable;
import org.hipparchus.exception.NullArgumentException;
import org.hipparchus.stat.descriptive.AbstractStorelessUnivariateStatistic;
import org.hipparchus.util.MathUtils;
/**
* Computes the first moment (arithmetic mean). Uses the definitional formula:
* <p>
* mean = sum(x_i) / n
* <p>
* where <code>n</code> is the number of observations.
* <p>
* To limit numeric errors, the value of the statistic is computed using the
* following recursive updating algorithm:
* </p>
* <ol>
* <li>Initialize <code>m = </code> the first value</li>
* <li>For each additional value, update using <br>
* <code>m = m + (new value - m) / (number of observations)</code></li>
* </ol>
* <p>
* Returns <code>Double.NaN</code> if the dataset is empty. Note that
* Double.NaN may also be returned if the input includes NaN and / or infinite
* values.
* <p>
* <strong>Note that this implementation is not synchronized.</strong> If
* multiple threads access an instance of this class concurrently, and at least
* one of the threads invokes the <code>increment()</code> or
* <code>clear()</code> method, it must be synchronized externally.
*/
class FirstMoment extends AbstractStorelessUnivariateStatistic
implements Serializable {
/** Serializable version identifier */
private static final long serialVersionUID = 20150412L;
/** Count of values that have been added */
protected long n;
/** First moment of values that have been added */
protected double m1;
/**
* Deviation of most recently added value from previous first moment.
* Retained to prevent repeated computation in higher order moments.
*/
protected double dev;
/**
* Deviation of most recently added value from previous first moment,
* normalized by previous sample size. Retained to prevent repeated
* computation in higher order moments.
*/
protected double nDev;
/**
* Create a FirstMoment instance.
*/
FirstMoment() {
n = 0;
m1 = Double.NaN;
dev = Double.NaN;
nDev = Double.NaN;
}
/**
* Copy constructor, creates a new {@code FirstMoment} identical
* to the {@code original}
*
* @param original the {@code FirstMoment} instance to copy
* @throws NullArgumentException if original is null
*/
FirstMoment(FirstMoment original) throws NullArgumentException {
MathUtils.checkNotNull(original);
this.n = original.n;
this.m1 = original.m1;
this.dev = original.dev;
this.nDev = original.nDev;
}
/** {@inheritDoc} */
@Override
public void increment(final double d) {
if (n == 0) {
m1 = 0.0;
}
n++;
double n0 = n;
dev = d - m1;
nDev = dev / n0;
m1 += nDev;
}
/** {@inheritDoc} */
@Override
public void clear() {
m1 = Double.NaN;
n = 0;
dev = Double.NaN;
nDev = Double.NaN;
}
/** {@inheritDoc} */
@Override
public double getResult() {
return m1;
}
/** {@inheritDoc} */
@Override
public long getN() {
return n;
}
/**
* Aggregates the results of the provided instance
* into this instance.
*
* @param other the instance to aggregate from
*/
protected void aggregate(FirstMoment other) {
MathUtils.checkNotNull(other);
if (other.n > 0) {
if (this.n == 0) {
this.m1 = 0.0;
}
this.n += other.n;
this.dev = other.m1 - this.m1;
this.nDev = this.dev / this.n;
this.m1 += other.n / (double) this.n * this.dev;
}
}
/** {@inheritDoc} */
@Override
public FirstMoment copy() {
return new FirstMoment(this);
}
}