/* nag_surviv_cox_model (g12bac) Example Program.
 *
 * Copyright 2014 Numerical Algorithms Group.
 *
 *
 * NAG C Library
 *
 * Mark 6, 2000.
 * Mark 7, revised, 2001.
 * Mark 7b revised, 2004.
 */

#include <stdio.h>
#include <math.h>
#include <nag.h>
#include <nag_stdlib.h>
#include <nagg02.h>
#include <nagg12.h>

int main(void)
{
  Integer  exit_status = 0, i, *ic = 0, ip, ip1, iprint, irank, *isi = 0, j, m,
           maxit;
  Integer  n, nd, ndmax, ns, *sz = 0, tdsur, tdv;
  double   dev, df, tol;
  double   *b = 0, *cov = 0, *offset = 0, *omega = 0, *res = 0, *sc = 0;
  double   *se = 0, *sur = 0, *t = 0, *tp = 0, *v = 0, *y = 0, *z = 0;
  NagError fail;

#define Z(I, J) z[((I) -1)*m +(J) -1]

  INIT_FAIL(fail);

  printf("nag_surviv_cox_model (g12bac) Example Program Results\n");

  /* Skip heading in data file */
  scanf("%*[^\n]");
  scanf("%ld %ld %ld %ld %ld ",
         &n, &m, &ns, &maxit, &iprint);
  ndmax = 42;
  tdsur = MAX(1, ns);
  if (!(z = NAG_ALLOC(n*m, double))
     || !(sz = NAG_ALLOC(m, Integer))
     || !(t = NAG_ALLOC(n, double))
     || !(ic = NAG_ALLOC(n, Integer))
     || !(omega = NAG_ALLOC(n, double))
     || !(isi = NAG_ALLOC(n, Integer))
     || !(res = NAG_ALLOC(n, double))
     || !(sur = NAG_ALLOC(ndmax*tdsur, double))
     || !(tp = NAG_ALLOC(ndmax, double)))
    {
      printf("Allocation failure\n");
      exit_status = -1;
      goto END;
    }

  if (ns > 0)
    {
      for (i = 1; i <= n; ++i)
        {
          scanf("%lf", &t[i - 1]);
          for (j = 1; j <= m; ++j)
            scanf("%lf", &Z(i, j));
          scanf("%ld", &ic[i - 1]);
          scanf("%ld", &isi[i - 1]);
        }
    }
  else
    {
      for (i = 1; i <= n; ++i)
        {
          scanf("%lf", &t[i - 1]);
          for (j = 1; j <= m; ++j)
            scanf("%lf", &Z(i, j));
          scanf("%ld", &ic[i - 1]);
        }
    }
  for (i = 1; i <= m; ++i)
    scanf("%ld", &sz[i - 1]);
  scanf("%ld", &ip);
  ip1 = ip +1;
  if (!(b = NAG_ALLOC(ip1, double))
     || !(se = NAG_ALLOC(ip1, double))
     || !(sc = NAG_ALLOC(ip1, double))
     || !(cov = NAG_ALLOC(ip1*(ip1+1)/2, double))
     || !(tdv = ip1+6)
     || !(v = NAG_ALLOC(n*tdv, double))
     || !(y = NAG_ALLOC(n, double))
     || !(offset = NAG_ALLOC(n, double)))
    {
      printf("Allocation failure\n");
      exit_status = -1;
      goto END;
    }

  tol = 5e-5;
  for (i = 1; i <= n; ++i)
    {
      y[i - 1] = 1.0 - (double) ic[i - 1];
      offset[i-1] = log(t[i - 1]);
    }
  /* nag_glm_poisson (g02gcc).
   * Fits a generalized linear model with Poisson errors
   */
  nag_glm_poisson(Nag_Log, Nag_MeanInclude, n, z, m, m, sz, ip1, y, 0, offset,
                  0.0, &dev, &df, b, &irank, se, cov, v, tdv, tol,
                  maxit, 0, 0, 0.0, &fail);
  if (fail.code != NE_NOERROR)
    {
      printf("Error from nag_glm_poisson (g02gcc).\n%s\n",
              fail.message);
      exit_status = 1;
      goto END;
    }
  for (i = 1; i <= ip; ++i)
    b[i - 1] = b[i];
  if (irank != ip + 1)
    printf(" WARNING: covariates not of full rank\n");

  /* nag_surviv_cox_model (g12bac).
   * Fits Cox's proportional hazard model
   */
  nag_surviv_cox_model(n, m, ns, z, m, sz, ip, t, ic, (double *) 0,
                       isi, &dev, b, se, sc, cov, res, &nd, tp, sur, tdsur,
                       ndmax, tol, maxit, iprint, "", &fail);
  if (fail.code != NE_NOERROR)
    {
      printf("Error from nag_surviv_cox_model (g12bac).\n%s\n",
              fail.message);
      exit_status = 1;
      goto END;
    }

  printf("\n");
  printf(" Parameter      Estimate       Standard Error\n");
  printf("\n");
  for (i = 1; i <= ip; ++i)
    printf("%6ld          %8.4f          %8.4f\n",
            i, b[i - 1], se[i - 1]);
  printf("\n");
  printf(" Deviance = %13.4e\n", dev);
  printf("\n");
  printf("    Time     Survivor Function\n");
  printf("\n");
  ns = MAX(ns, 1);
  for (i = 1; i <= nd; ++i)
    {
      printf("%10.0f", tp[i - 1]);
      for (j = 1; j <= ns; ++j)
        printf("     %8.4f%s", sur[(i-1)*tdsur + j-1], j%3?"":"\n");
      printf("\n");
    }

 END:
  NAG_FREE(z);
  NAG_FREE(sz);
  NAG_FREE(t);
  NAG_FREE(ic);
  NAG_FREE(omega);
  NAG_FREE(isi);
  NAG_FREE(res);
  NAG_FREE(sur);
  NAG_FREE(tp);
  NAG_FREE(b);
  NAG_FREE(se);
  NAG_FREE(sc);
  NAG_FREE(cov);
  NAG_FREE(v);
  NAG_FREE(y);
  NAG_FREE(offset);

  return exit_status;
}