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Added statistical measures on community size distribution (requires o…
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…rg.apache.commons.math).
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Guillaume-Jean Herbiet committed Oct 4, 2010
1 parent 4d59891 commit 2bd35f1
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198 changes: 198 additions & 0 deletions src/org/graphstream/algorithm/measure/CommunityDistribution.java
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/*
* This file is part of GraphStream.
*
* GraphStream is free software: you can redistribute it and/or modify
* it under the terms of the GNU General Public License as published by
* the Free Software Foundation, either version 3 of the License, or
* (at your option) any later version.
*
* GraphStream 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 General Public License for more details.
*
* You should have received a copy of the GNU General Public License
* along with GraphStream. If not, see <http://www.gnu.org/licenses/>.
*
* Project copyright 2006 - 2010
* Julien Baudry
* Antoine Dutot
* Yoann Pigné
* Guilhelm Savin
*
* This file is copyright 2010
* Guillaume-Jean Herbiet
*/
package org.graphstream.algorithm.measure;

import org.apache.commons.math.stat.descriptive.moment.*;

/**
* Provides some statistical information on the size of current community
* assignment on the specified graph as it evolves.
*
* @author Guillaume-Jean Herbiet
*
*/
public class CommunityDistribution extends CommunityMeasure {

/**
* Biggest community currently generated.
*/
protected Object biggestCommunity = null;

/**
* Smallest community currently generated.
*/
protected Object smallestCommunity = null;

/**
* Average size of the currently generated communities.
*/
protected float avgSize = 0;

/**
* Standard deviation of the size of currently generated communities.
*/
protected float stdevSize = 0;

/**
* New size distribution measure using the specified marker as attribute
* name for the community assignment.
*
* @param marker
* Attribute name for the community assignment.
*/
public CommunityDistribution(String marker) {
super(marker);
}

@Override
/**
* Computes and update the statistical information on size distribution.
*
* @complexity O(C), where C is the expected number of communities.
*/
public void compute() {
if (graphChanged) {
// Default measure is the number of communities
M = (float) communities.size();

// Update the smallest/biggest community
// and creates the size distribution
int maxSize = 0;
int minSize = Integer.MAX_VALUE;

double[] distribution = new double[(int) M];
int k = 0;
Mean mean = new Mean();
StandardDeviation stdev = new StandardDeviation();

for (Object c : communities.keySet()) {
distribution[k++] = (communities.get(c)).size();

if ((communities.get(c)).size() > maxSize) {
biggestCommunity = c;
maxSize = (communities.get(c)).size();
}
if ((communities.get(c)).size() < minSize) {
smallestCommunity = c;
minSize = (communities.get(c)).size();
}
}

// Compute the statistical moments
avgSize = (float) mean.evaluate(distribution);
stdevSize = (float) stdev.evaluate(distribution);

graphChanged = false;
}
}

/**
* Get the number of communities
*
* @return an int representing the current number of communities
*/
public int number() {
return (int) M;
}

/**
* Get the biggest generated community
*
* @return the biggest community
*/
public Object biggestCommunity() {
return biggestCommunity;
}

/**
* Get the smallest generated community
*
* @return the smallest community
*/
public Object smallestCommunity() {
return smallestCommunity;
}

/**
* Get the maximum community size
*
* @return an int reflecting the size of the biggest community
*/
public int maxCommunitySize() {
if (communities.get(biggestCommunity) == null)
return 0;
else
return (communities.get(biggestCommunity)).size();
}

/**
* Get the minimum community size
*
* @return an int reflecting the size of the smallest community
*/
public int minCommunitySize() {
if (communities.get(smallestCommunity) == null)
return 0;
else
return (communities.get(smallestCommunity)).size();
}

/**
* Compute the average community size
*
* @return Average community size
*/
public float average() {
return avgSize;
}

/**
* Compute the standard deviation of the community size
*
* @return Standard deviation of the community size
*/
public float stdev() {
return stdevSize;
}

/**
* Updates the distribution information and returns a string for an easy
* display of the results.
*
* The string has the following format: [number of communities] [average
* size] [stdev size] [min size] ([smallest community]) [max size] ([biggest
* community])
*
* @return a String containing all computed distribution information.
*/
public String toString() {
compute();
return (int) M + " " + avgSize + " " + stdevSize + " "
+ minCommunitySize() + " (" + smallestCommunity + ") "
+ maxCommunitySize() + " (" + biggestCommunity + ")";
}

}

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