private static void solve_epsilon_svr(svm_problem prob, svm_parameter param,
double[] alpha, Solver.SolutionInfo si)
{
int l = prob.l;
double[] alpha2 = new double[2*l];
double[] linear_term = new double[2*l];
byte[] y = new byte[2*l];
int i;
for(i=0;i<l;i++)
{
alpha2[i] = 0;
linear_term[i] = param.p - prob.y[i];
y[i] = 1;
alpha2[i+l] = 0;
linear_term[i+l] = param.p + prob.y[i];
y[i+l] = -1;
}
Solver s = new Solver();
s.Solve(2*l, new SVR_Q(prob,param), linear_term, y,
alpha2, param.C, param.C, param.eps, si, param.shrinking);
double sum_alpha = 0;
for(i=0;i<l;i++)
{
alpha[i] = alpha2[i] - alpha2[i+l];
sum_alpha += Math.abs(alpha[i]);
}
System.out.print("nu = "+sum_alpha/(param.C*l)+"\n");
}
private static void solve_one_class(svm_problem prob, svm_parameter param,
double[] alpha, Solver.SolutionInfo si)
{
int l = prob.l;
double[] zeros = new double[l];
byte[] ones = new byte[l];
int i;
int n = (int)(param.nu*prob.l); // # of alpha's at upper bound
if(n>=prob.l)
{
System.err.print("nu must be in (0,1)\n");
System.exit(1);
}
for(i=0;i<n;i++)
alpha[i] = 1;
alpha[n] = param.nu * prob.l - n;
for(i=n+1;i<l;i++)
alpha[i] = 0;
for(i=0;i<l;i++)
{
zeros[i] = 0;
ones[i] = 1;
}
Solver s = new Solver();
s.Solve(l, new ONE_CLASS_Q(prob,param), zeros, ones,
alpha, 1.0, 1.0, param.eps, si, param.shrinking);
}
//
// construct and solve various formulations
//
private static void solve_c_svc(svm_problem prob, svm_parameter param,
double[] alpha, Solver.SolutionInfo si,
double Cp, double Cn)
{
int l = prob.l;
double[] minus_ones = new double[l];
byte[] y = new byte[l];
int i;
for(i=0;i<l;i++)
{
alpha[i] = 0;
minus_ones[i] = -1;
if(prob.y[i] > 0) y[i] = +1; else y[i]=-1;
}
Solver s = new Solver();
s.Solve(l, new SVC_Q(prob,param,y), minus_ones, y,
alpha, Cp, Cn, param.eps, si, param.shrinking);
double sum_alpha=0;
for(i=0;i<l;i++)
sum_alpha += alpha[i];
System.out.print("nu = "+sum_alpha/(param.C*prob.l)+"\n");
for(i=0;i<l;i++)
alpha[i] *= y[i];
}
public static void main(String[] args) {
InputReader in = new InputReader(System.in);
OutputWriter out = new OutputWriter(System.out);
Solver solver = new Solver(in, out);
solver.solve();
in.close();
out.flush();
out.close();
}
public static void main(String[] args) {
try {
Solver solver = new Solver();
solver.setup(args);
solver.solve();
solver.writeOutput();
} catch (Exception e) {
e.printStackTrace();
}
}
void Solve(int l, Kernel Q, double[] b, byte[] y,
double[] alpha, double Cp, double Cn, double eps,
SolutionInfo si, int shrinking)
{
this.si = si;
super.Solve(l,Q,b,y,alpha,Cp,Cn,eps,si,shrinking);
}
public static void main(String[] args) {
try {
// Parse input and set up
ProjectParams pp = ProjectParams.fromStdIn();
// System.out.println(pp.getTeams());
// System.out.println(pp);
Solver solver = new Solver(pp);
// System.out.println(solver + "\n");
// Solve and print
solver.solve();
solver.printSolution();
} catch (IOException e) {
System.err.println("Error reading data from stdin\n");
e.printStackTrace();
}
}