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Scalable machine learning libraries
/**
* 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.hadoop.stats;
/**
* Holds the total values needed to compute mean and standard deviation
* Provides methods for their computation
*/
public final class VarianceTotals {
private double sumOfSquares;
private double sum;
private double totalCount;
public double getSumOfSquares() {
return sumOfSquares;
}
public void setSumOfSquares(double sumOfSquares) {
this.sumOfSquares = sumOfSquares;
}
public double getSum() {
return sum;
}
public void setSum(double sum) {
this.sum = sum;
}
public double getTotalCount() {
return totalCount;
}
public void setTotalCount(double totalCount) {
this.totalCount = totalCount;
}
public double computeMean() {
return sum / totalCount;
}
public double computeVariance() {
return ((totalCount * sumOfSquares) - (sum * sum))
/ (totalCount * (totalCount - 1.0));
}
public double computeVarianceForGivenMean(double mean) {
return (sumOfSquares - totalCount * mean * mean)
/ (totalCount - 1.0);
}
}
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