apoc.coll.StandardDeviation Maven / Gradle / Ivy
Go to download
Show more of this group Show more artifacts with this name
Show all versions of apoc-core Show documentation
Show all versions of apoc-core Show documentation
Core package for Neo4j Procedures
/*
* Copyright (c) "Neo4j"
* Neo4j Sweden AB [http://neo4j.com]
*
* This file is part of Neo4j.
*
* Licensed 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 apoc.coll;
/**
* This code was copied from project commons-math3
*/
final class StandardDeviation {
private StandardDeviation() {}
public static double stdDev(double[] values, boolean isBiasCorrected) {
return Math.sqrt(variance(values, isBiasCorrected));
}
private static double variance(double[] values, boolean isBiasCorrected) {
double variance = Double.NaN;
int length = values.length;
if (length == 1) {
variance = 0.0;
} else if (length > 1) {
double m = meanValue(values, length);
double accum = 0.0;
double dev;
double accum2 = 0.0;
for (double value : values) {
dev = value - m;
accum += dev * dev;
accum2 += dev;
}
double len = length;
if (isBiasCorrected) {
variance = (accum - (accum2 * accum2 / len)) / (len - 1.0);
} else {
variance = (accum - (accum2 * accum2 / len)) / len;
}
}
return variance;
}
private static double meanValue(double[] values, int length) {
// Compute initial estimate using definitional formula
double sum = 0.0;
for (double i : values) {
sum += i;
}
double xbar = sum / length;
// Compute correction factor in second pass
double correction = 0;
for (double value : values) {
correction += value - xbar;
}
return xbar + (correction / length);
}
}