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function_inci.cpp
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403 lines (355 loc) · 11.2 KB
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#include <Rcpp.h>
using namespace Rcpp;
// [[Rcpp::export]]
double Hypergeometric(int K, int k, int N, int n) {
return exp(Rf_lchoose(K,k)+Rf_lchoose(N-K,n-k)-Rf_lchoose(N,n));
//return Rf_choose(K,k)*Rf_choose(N-K,n-k)/Rf_choose(N,n);
}
// [[Rcpp::export]]
double fk_inc(int k1, int k2,int T1, int T2, int t1, int t2, NumericVector x1, NumericVector y1){
NumericVector x = x1[(x1>=k1) & (y1>=k2)];
NumericVector y = y1[(x1>=k1) & (y1>=k2)];
double output = 0;
if(sum((x1>=k1) & (y1>=k2))==0){
output = output;
}else{
for(int i = 0; i<x.size(); i++){
output = output + Hypergeometric(x[i], k1, T1, t1)*Hypergeometric(y[i], k2, T2, t2);
}
}
return output;
}
//q=0,1 in a time
// [[Rcpp::export]]
NumericVector D0_rare(NumericVector xi,NumericVector yi,double t1, double t2){
int T1 = xi(0);
int T2 = yi(0);
xi.erase(0);
yi.erase(0);
int u1 = sum(xi);
int u2 = sum(yi);
double u1_hat = t1*u1/T1;
double u2_hat = t2*u2/T2;
double fk1k2_1 = 0;
double output1 = 0;
double fk1k2_0 = 0;
double output0 = 0;
for(int k1 = 0; k1<(t1+1) ; k1++){
for(int k2 = 0; k2<(t2+1) ; k2++){
if((k1 == 0) & (k2 == 0)){
fk1k2_0 = fk1k2_0;
fk1k2_1 = fk1k2_1;
}else{
double sub1 = fk_inc(k1, k2,T1, T2, t1, t2, xi, yi);
fk1k2_0 = fk1k2_0 + sub1;
fk1k2_1 = fk1k2_1 -((k1+k2)/(u1_hat+u2_hat))*log((k1+k2)/(u1_hat+u2_hat))*sub1;
}
}
}
output0 = fk1k2_0;
output1 = exp(fk1k2_1);
// if((t1<=T1)&(t2<=T2)){
//
// }else{
// if((t1<=T1)&(t2>T2)){
//
// }else{
//
// }
// }
if((t1==0) & (t2==0)){
output1 = 0;
}
NumericVector output = NumericVector::create(output0, output1);
return output;
}
// [[Rcpp::export]]
double D1_rare_sh(NumericVector xi,NumericVector yi,double t1, double t2){
int T1 = xi(0);
int T2 = yi(0);
xi.erase(0);
yi.erase(0);
int u1 = sum(xi);
int u2 = sum(yi);
double u1_hat = t1*u1/T1;
double u2_hat = t2*u2/T2;
double fk1k2_1 = 0;
double output1 = 0;
//if((t2!=0)){
for(int k1 = 1; k1<(t1+1) ; k1++){
for(int k2 = 1; k2<(t2+1) ; k2++){
fk1k2_1 = fk1k2_1 -((k1+k2)/(u1_hat+u2_hat))*log((k1+k2)/(u1_hat+u2_hat))*fk_inc(k1, k2,T1, T2, t1, t2, xi, yi);
}
}
//}
//else if(t2 == 0){
// for(int k1 = 1; k1<(t1+1) ; k1++){
// fk1k2_1 = fk1k2_1 - k1/u1_hat*log(k1/u1_hat)*fk_inc(k1, 0,T1, T2, t1, 0, xi, yi);
// }}
//else if(t1 == 0){
// for(int k2 = 1; k2<(t2+1) ; k2++){
// fk1k2_1 = fk1k2_1 - k2/u2_hat*log(k2/u2_hat)*fk_inc(0, k2,T1, T2, 0, t2, xi, yi);
// }}
output1 = exp(fk1k2_1);
// if((t1<=T1)&(t2<=T2)){
//
// }else{
// if((t1<=T1)&(t2>T2)){
//
// }else{
//
// }
// }
return output1;
}
// [[Rcpp::export]]
double D2_rare_sh(NumericVector x1,NumericVector x2,double t1, double t2){
int T1 = x1(0);
int T2 = x2(0);
x1.erase(0);
x2.erase(0);
int u1 = sum(x1);
int u2 = sum(x2);
double u1_hat = t1*u1/T1;
double u2_hat = t2*u2/T2;
double output2 = 0;
double result = 0;
if((t2 != 0) & (t1!=0)){
for(int k1 = 1; k1<(t1+1) ; k1++){
for(int k2 = 1; k2<(t2+1) ; k2++){
output2 = output2 + pow(((k1+k2)/(u1_hat+u2_hat)),2)*fk_inc(k1, k2,T1, T2, t1, t2, x1, x2);
}}
}
else if( t2==0 ){
for(int k1 = 1; k1<(t1+1) ; k1++){
output2 = output2 + pow((k1/u1_hat),2)*fk_inc(k1, 0,T1, T2, t1, 0, x1, x2);
}}
else if (t1 == 0 ){
for(int k2 = 1; k2<(t2+1) ; k2++){
output2 = output2 + pow((k2/u2_hat),2)*fk_inc(0, k2,T1, T2, 0, t2, x1, x2);
}}
//if(output2 == 0){ result=0; }
//else {result = 1/output2;}
result = 1/output2;
return result;
}
// [[Rcpp::export]]
double S12_hat_in(NumericVector xi,NumericVector yi,double t1, double t2, double T1, double T2){
int n = xi.size();
double tmp = 0;
if(t2<=T2)
for(int i = 0; i<n; i++){
tmp = tmp + (1-exp(Rf_lchoose(T1-xi[i],t1)-Rf_lchoose(T1, t1)))*(1-exp(Rf_lchoose(T2-yi[i],t2)-Rf_lchoose(T2, t2)));
}
//else if(t2>T2){
//tmp = tmp+;
//}
return tmp;
}
// [[Rcpp::export]]
double Qkt(double pi1, double pi2,int t1,int t2,int k1,int k2){
double result;
if((pi1 == 0) & (k1==0)){
result = Rf_dbinom(k2, t2 , pi2, 0);
}
else if ((pi2 == 0) & (k2==0)){
result = Rf_dbinom(k1, t1 , pi1, 0);
}
else{
result = Rf_dbinom(k1, t1 , pi1, 0)*Rf_dbinom(k2, t2 , pi2, 0);
}
if((k1 == 0) & (k2==0)){
result = 0;
}
return result;
}
// [[Rcpp::export]]
double h0(double pi1, double pi2, int t1, int t2, int T2 ){
double output = 0;
output = pow((1-pi1),t1)*pow((1-pi2),T2)*(1-pow((1-pi2),(t2-T2)));
return output;
}
// [[Rcpp::export]]
double h0_hat(NumericVector pi1, NumericVector pi2, int t1, int t2, int T1, int T2){
double output_all= 0;
// double output_sh = 0;
if(t1>0){
NumericVector pi1_tmp = pi1[(pi1>0) & (pi2>0)];
NumericVector pi2_tmp = pi2[(pi1>0) & (pi2>0)];
double sumsh = 0;
for(int i=0; i < pi1_tmp.size(); i++){
sumsh = sumsh + h0(pi1_tmp[i],pi2_tmp[i],t1,t2,T2)/(1-pow(1-pi1_tmp[i], T1))/(1-pow(1-pi2_tmp[i], T2));
}
pi1_tmp = pi1[(pi1==0) & (pi2>0)];
pi2_tmp = pi2[(pi1==0) & (pi2>0)];
double sumx0 = 0;
for(int i=0; i < pi1_tmp.size(); i++){
sumx0 = sumx0 + h0(0,pi2_tmp[i],t1,t2,T2)/(1-pow(1-pi2_tmp[i], T2));
}
output_all = sumsh+sumx0;
// output_sh = sumsh;
}
else if(t1 == 0){
NumericVector pi2_tmp = pi2[(pi2>0)];
double sum2 = 0;
for(int i=0; i < pi2_tmp.size(); i++){
sum2 = sum2 + h0(0,pi2_tmp[i],0,t2,T2)/(1-pow(1-pi2_tmp[i], T2));
}
output_all = sum2;
// output_sh = sum2;
}
// NumericVector output = NumericVector::create(output_all, output_sh);
double output = output_all;
return output;
}
// [[Rcpp::export]]
double h1(double pi1, double pi2, double t1, double t2, double UT1, double UT2, int T1, int T2, int s){
double U1 = t1*UT1/T1;
double U2 = t2*UT2/T2;
double tmp1 = 0;
double tmp2 = 0;
for(int k2=s; k2 <= t2; k2++){
for(int k1=s; k1 <= t1; k1++){
if((k1 == 0) & (k2 == 0)){ tmp1 = 0; }
else{ tmp1 = tmp1 + (k1+k2)/(U1+U2)*log((k1+k2)/(U1+U2))*Qkt(pi1,pi2,t1,t2,k1,k2); }
}
}
tmp1 = -tmp1;
U2 = UT2;
for(int k2=s; k2 <= T2; k2++){
for(int k1=s; k1 <= t1; k1++){
if((k1 == 0) & (k2 == 0)){ tmp2 = 0; }
else{ tmp2 = tmp2 + (k1+k2)/(U1+U2)*log((k1+k2)/(U1+U2))*Qkt(pi1,pi2,t1,T2,k1,k2); }
}
}
tmp2 = -tmp2;
double result = tmp1-tmp2;
return result;
}
// [[Rcpp::export]]
double h2(double pi1, double pi2, double t1, double t2, double UT1, double UT2, int T1, int T2, int s){
double U1 = t1*UT1/T1;
double U2 = t2*UT2/T2;
double tmp1 = 0;
//double tmp2 = 0;
for(int k2=s; k2 <= t2; k2++){
for(int k1=s; k1 <= t1; k1++){
if((k1 == 0) & (k2 == 0)){ tmp1 = 0; }
else{ tmp1 = tmp1 + pow((k1+k2)/(U1+U2),2)*Qkt(pi1,pi2,t1,t2,k1,k2); }
}
}
tmp1 = 1/tmp1;
//U2 = UT2;
//for(int k2=s; k2 <= T2; k2++){
// for(int k1=s; k1 <= t1; k1++){
// if((k1 == 0) & (k2 == 0)){ tmp2 = 0; }
// else{ tmp2 = tmp2 + pow((k1+k2)/(U1+U2),2)*Qkt(pi1,pi2,t1,T2,k1,k2); }
// }
//}
//tmp2 = 1/tmp2;
return tmp1;
}
// [[Rcpp::export]]
double h1_assem2( double pi2,double t2, double UT2, int T2){
double U2 = t2*UT2/T2;
double tmp1 = 0;
double tmp2 = 0;
for(int k2=1; k2 <= t2; k2++){
tmp1 = tmp1 + (k2)/(U2)*log((k2)/(U2))*Qkt(0,pi2,0,t2,0,k2);
}
tmp1 = -tmp1;
U2 = UT2;
for(int k2=1; k2 <= T2; k2++){
tmp2 = tmp2 + (k2)/(U2)*log((k2)/(U2))*Qkt(0,pi2,0,T2,0,k2);
}
tmp2 = -tmp2;
double result = tmp1-tmp2;
return result;
}
// [[Rcpp::export]]
double h1_hat(NumericVector pi1, NumericVector pi2, NumericVector yi1, NumericVector yi2, int t1, int t2, int T1, int T2){
double output_all = 0;
// double output_sh = 0;
if(t1>0){
NumericVector pi1_tmp = pi1[(yi1>0) & (yi2>0)];
NumericVector pi2_tmp = pi2[(yi1>0) & (yi2>0)];
double UT1 = sum(yi1);
double UT2 = sum(yi2);
double sumsh = 0;
// double sumsh_p = 0;
for(int i=0; i < pi1_tmp.size(); i++){
sumsh = sumsh + h1(pi1_tmp[i],pi2_tmp[i],t1,t2,UT1,UT2,T1,T2,0)/(1-pow(1-pi1_tmp[i], T1))/(1-pow(1-pi2_tmp[i], T2));
// sumsh_p = sumsh_p + h1(pi1_tmp[i],pi2_tmp[i],t1,t2,UT1,UT2,T1,T2,1)/(1-pow(1-pi1_tmp[i], T1))/(1-pow(1-pi2_tmp[i], T2));
}
pi1_tmp = pi1[(yi1==0) & (yi2>0)];
pi2_tmp = pi2[(yi1==0) & (yi2>0)];
double sumx0 = 0;
for(int i=0; i < pi1_tmp.size(); i++){
sumx0 = sumx0 + h1(0,pi2_tmp[i],t1,t2,UT1,UT2,T1,T2,0)/(1-pow(1-pi2_tmp[i], T2));
}
pi1_tmp = pi1[(yi1>0) & (yi2==0)];
pi2_tmp = pi2[(yi1>0) & (yi2==0)];
double sumy0 = 0;
for(int i=0; i < pi1_tmp.size(); i++){
sumy0 = sumy0 + h1(pi1_tmp[i],0,t1,t2,UT1,UT2,T1,T2,0)/(1-pow(1-pi1_tmp[i], T1));
}
output_all = sumsh+sumx0+sumy0;
// output_sh = sumsh_p;
}
else if(t1 == 0){
NumericVector pi2_tmp = pi2[(yi2>0)];
double UT2 = sum(yi2);
double sum2 = 0;
for(int i=0; i < pi2_tmp.size(); i++){
sum2 = sum2 + h1_assem2(pi2_tmp[i],t2,UT2,T2)/(1-pow(1-pi2_tmp[i], T2));
}
output_all = sum2;
// output_sh = sum2;
}
// NumericVector output = NumericVector::create(output_all, output_sh);
double output = output_all;
return output;
}
// [[Rcpp::export]]
double h2_hat_sh(NumericVector pi1, NumericVector pi2, NumericVector yi1, NumericVector yi2, int t1, int t2, int T1, int T2){
double output_sh = 0;
if((t1>0)&(t2>0)){
NumericVector pi1_tmp = pi1[(yi1>0) & (yi2>0)];
NumericVector pi2_tmp = pi2[(yi1>0) & (yi2>0)];
double UT1 = sum(yi1);
double UT2 = sum(yi2);
double sumsh_t2 = 0;
double sumsh_T2 = 0;
for(int i=0; i < pi1_tmp.size(); i++){
sumsh_t2 = sumsh_t2 + h2(pi1_tmp[i],pi2_tmp[i],t1,t2,UT1,UT2,T1,T2,1)/(1-pow(1-pi1_tmp[i], T1))/(1-pow(1-pi2_tmp[i], T2));
sumsh_T2 = sumsh_T2 + h2(pi1_tmp[i],pi2_tmp[i],t1,T2,UT1,UT2,T1,T2,1)/(1-pow(1-pi1_tmp[i], T1))/(1-pow(1-pi2_tmp[i], T2));
}
output_sh = sumsh_t2/sumsh_T2;
}
else if(t1 ==0 ||t2==0){
output_sh = 0;
}
return output_sh;
}
// [[Rcpp::export]]
NumericVector un_inci(NumericVector yi, int T, int t){
int s = yi.size();
NumericVector out(s, 0.0);
for(int i=0;i<s;i++){
out[i] = 1-exp(Rf_lchoose((T-yi[i]),t)-Rf_lchoose(T,t));
}
return(out);
}
// [[Rcpp::export]]
NumericVector sh_inci(NumericVector yi1, NumericVector yi2, int T1, int t1, int T2, int t2){
int s = yi1.size();
NumericVector out(s, 0.0);
for(int i=0;i<s;i++){
out[i] = (1-exp(Rf_lchoose((T1-yi1[i]),t1)-Rf_lchoose(T1,t1)) * exp(Rf_lchoose((T2-yi2[i]),t2)-Rf_lchoose(T2,t2)) );
}
return(out);
}
// You can include R code blocks in C++ files processed with sourceCpp
// (useful for testing and development). The R code will be automatically
// run after the compilation.
//