#include "mp.h" #include <algorithm> #include <limits> static const double EPSILON = 1e-3; arma::mat mp::forceScheme(const arma::mat &D, arma::mat &Y, size_t maxIter, double tol, double fraction) { arma::uword n = Y.n_rows; arma::uvec indices1(n), indices2(n); for (arma::uword k = 0; k < n; k++) { indices1[k] = indices2[k] = k; } double prevDeltaSum = std::numeric_limits<double>::infinity(); for (size_t iter = 0; iter < maxIter; iter++) { double deltaSum = 0; arma::shuffle(indices1); for (auto i: indices1) { arma::shuffle(indices2); for (auto j: indices2) { if (i == j) { continue; } arma::rowvec direction(Y.row(j) - Y.row(i)); double d2 = std::max(arma::norm(direction, 2), EPSILON); double delta = (D(i, j) - d2) / fraction; deltaSum += fabs(delta); Y.row(j) += delta * (direction / d2); } } if (fabs(prevDeltaSum - deltaSum) < tol) { break; } prevDeltaSum = deltaSum; } return Y; }