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19T3-comp2521-ass2_CentralityMeasures.c
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19T3-comp2521-ass2_CentralityMeasures.c
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#include <stdio.h>
#include <stdlib.h>
#include "CentralityMeasures.h"
#include "Dijkstra.h"
static int countAppearence(Vertex u, Vertex dest, ShortestPaths SP, int found);
static int countShortestPaths(Vertex dest, ShortestPaths SP);
NodeValues closenessCentrality(Graph g) {
int numV = GraphNumVertices(g);
//declare a nodeValues struct
NodeValues CC;
CC.numNodes = GraphNumVertices(g);
CC.values = malloc(sizeof(double) * numV);
//initialize an array to store the number of reachable node
int countReachable[numV];
//initialize the values & countReachable array
for (int i = 0; i < numV; i++) {
CC.values[i] = 0;
countReachable[i] = 0;
}
//calculate sigma d(u,v)
for (int u = 0; u < numV; u++) {
ShortestPaths SP = dijkstra(g, u);
for (int v = 0; v < numV; v++) {
//if u to v is reachable
if (SP.dist[v] != 0 && u != v) {
CC.values[u] += SP.dist[v];
countReachable[u]++;
}
}
if (countReachable[u] != 0 && CC.values[u] != 0) {
CC.values[u] = ((double)countReachable[u] / CC.values[u])* ((double)countReachable[u] / (numV - 1));
}
}
return CC;
}
NodeValues betweennessCentrality(Graph g) {
int numV = GraphNumVertices(g);
//declare a nodeValues struct
NodeValues BC;
BC.numNodes = GraphNumVertices(g);
BC.values = malloc(sizeof(double) * numV);
//initialize the value array
for (int i = 0; i < numV; i++) {
BC.values[i] = 0;
}
//for each vertex in this graph
for (int u = 0; u < numV; u++) {
//count the num of appearence of u
for (int src = 0; src < numV; src++) {
//get the shortest path from src to all other verteices
ShortestPaths SP = dijkstra(g, src);
for (int dest = 0; dest < numV; dest++) {
//count the betweennessCentrality for u
if (u != src && src != dest && u != dest) {
double centrality = 0;
if (u == SP.src || u == dest) centrality = 0;
int numOfAppearence = countAppearence(u, dest, SP, 0);
int numOfShortestPath = countShortestPaths(dest, SP);
if (numOfAppearence == 0 || numOfShortestPath == 0) {
centrality = 0;
} else {
centrality = ((double)numOfAppearence/(double)numOfShortestPath);
}
BC.values[u] += centrality;
}
}
freeShortestPaths(SP);
}
}
return BC;
}
NodeValues betweennessCentralityNormalised(Graph g) {
NodeValues BC = betweennessCentrality(g);
int numV = GraphNumVertices(g);
//declare a nodeValues struct
NodeValues BCN;
BCN.numNodes = numV;
BCN.values = malloc(numV * sizeof(double));
//initialze the value array
for (int i = 0; i < numV; i++) {
BCN.values[i] = 0;
}
//avoid zero as denominator (must n>2).
if (numV < 2) abort();
else {
for (int i = 0; i < numV; i++) {
BCN.values[i] = BC.values[i] / (((double)numV - 1)*((double)numV-2));
}
}
return BCN;
}
//this function counts the num of shortest path to dest
static int countShortestPaths(Vertex dest, ShortestPaths SP) {
if (dest == SP.src) return 1;
PredNode *temp = SP.pred[dest];
int sum = 0;
while (temp != NULL) {
sum += countShortestPaths(temp->v, SP);
temp = temp->next;
}
return sum;
}
//count the num of apperence of u
static int countAppearence(Vertex u, Vertex dest, ShortestPaths SP, int found) {
//no need to count anymore
if (u == dest) found = 1;
if (dest == SP.src) return found;
int count = 0;
PredNode *temp = SP.pred[dest];
//there might be some shortest paths - let's find
while (temp != NULL) {
count += countAppearence(u, temp->v, SP, found);
temp = temp->next;
}
return count;
}
void showNodeValues(NodeValues nvs) {
for (int i = 0; i < nvs.numNodes; i++) {
printf("%d: %lf\n", i, nvs.values[i]);
}
}
void freeNodeValues(NodeValues nvs) {
free(nvs.values);
}