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/*
* This file is part of MAMMULT: Metrics And Models for Multilayer Networks
*
* This program 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.
*
* This program 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 this program. If not, see <http://www.gnu.org/licenses/>.
*/
/**
*
* Tune the Spearman's \rho correlation coefficient between two rankings
* given as input, using a simulated-anneling procedure
*
*/
#include <stdio.h>
#include <stdlib.h>
#include <math.h>
#include <strings.h>
#include <time.h>
#include "rank_utils.h"
//void select_pairing(int *pairing, int N, int argc, char *argv[]){
//
// if (argc < 7 || !strncasecmp("rnd", argv[6], 3)){
// init_pairing_random(pairing, N);
// }
// else if (!strncasecmp("nat", argv[6], 3)){
// init_pairing_natural(pairing, N);
// }
// else if (!strncasecmp("inv", argv[6], 3)){
// init_pairing_inverse(pairing, N);
// }
// else{
// printf ("Pairing strategy \"%s\" unknown!!! Exiting...\n", argv[6]);
// exit(1);
// }
//
//}
void tune_rho(double *R1, double *R2, int N, int *pairing, double eps,
double beta, double rho_target){
double act_rho, test_rho, F, F_new;
double val, prob;
int *new_pairing;
int p1, p2, tmp_val;
int tot;
new_pairing = malloc(N * sizeof(int));
copy_pairing(pairing, new_pairing, N);
act_rho = compute_rho(R1, R2, N, pairing);
F = fabs(act_rho - rho_target);
//fprintf("%f %f %f %f %f\n", eps, beta, rho_target, act_rho, F);
tot = 0;
while (F > eps){
/* sample two positions of "pairing" and shuffle them in "new_pairing" */
p1 = rand() % N;
p2 = rand() % N;
while (p2 == p1){
p2 = rand() % N;
}
tmp_val = new_pairing[p1];
new_pairing[p1] = new_pairing[p2];
new_pairing[p2] = tmp_val;
test_rho = compute_rho(R1, R2, N, new_pairing);
F_new = fabs(test_rho - rho_target);
if (F_new < F){/* Accept this swap with probability 1 */
tmp_val = pairing[p1];
pairing[p1] = pairing[p2];
pairing[p2] = tmp_val;
act_rho = test_rho;
}
else{/* Accept the swap with a certain probability */
val = 1.0 * rand() / RAND_MAX;
//prob = pow(fabs(F - F_new)/(F+F_new), beta);
prob = exp(-(F_new - F)/beta);
//fprintf(stderr, "-- %f\n", prob);
if (val < prob){ /* Accept the swap */
tmp_val = pairing[p1];
pairing[p1] = pairing[p2];
pairing[p2] = tmp_val;
act_rho = test_rho;
}
else{ /* Rollback the swap */
tmp_val = new_pairing[p1];
new_pairing[p1] = new_pairing[p2];
new_pairing[p2] = tmp_val;
}
}
F = fabs(act_rho - rho_target);
if (tot % 200 == 0){
fprintf(stderr, "%d %g\n", tot, act_rho);
}
tot += 1;
}
}
int main (int argc, char *argv[]){
int N1, N2;
double *R1 = NULL;
double *R2 = NULL;
double eps, beta, rho, rho_target;
int *pairing = NULL;
srand(time(NULL));
if (argc < 6){
printf("Usage: %s <rank1> <rank2> <rho> <eps> <beta> [RND|NAT|INV]\n", argv[0]);
exit(1);
}
rho_target = atof(argv[3]);
eps = atof(argv[4]);
beta = atof(argv[5]);
load_ranking(argv[1], &N1, &R1);
load_ranking(argv[2], &N2, &R2);
if (N1 != N2){
printf("Error!!!! The two files must have the same number of lines!!!! Exiting...\n");
exit(1);
}
pairing = malloc(N1 * sizeof(int));
select_pairing(pairing, N1, argc, argv, 6);
rho = compute_rho(R1, R2, N1, pairing);
fprintf(stderr, "%g\n", rho);
tune_rho(R1, R2, N1, pairing, eps, beta, rho_target);
dump_pairing(pairing, N1);
}
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