#include <iostream>
#include <vector>
#include <cmath>
#include <algorithm>
#include <iomanip>
#include <tuple>
using namespace std;
using Portfolio = vector<int>; // weights in percent, size = 5
double percentile15(vector<double>& data) {
sort(data.begin(), data.end());
size_t index = static_cast<size_t>(floor(0.15 * data.size()));
if (index >= data.size()) index = data.size() - 1;
return data[index];
}
double lumpSumCAGR(const vector<double>& returns) {
double compound = 1.0;
for (double r : returns) {
compound *= (1.0 + r);
}
return pow(compound, 1.0 / returns.size()) - 1.0;
}
double portfolioReturn(const vector<vector<double>>& assets, const Portfolio& weights, int year) {
double result = 0.0;
for (int i = 0; i < 5; ++i) {
result += (weights[i] / 100.0) * assets[i][year];
}
return result;
}
void generatePortfolios(vector<Portfolio>& portfolios, Portfolio current, int pos, int totalWeight, int maxAssets) {
if (pos == 5) {
if (totalWeight == 100) {
int nonZero = count_if(current.begin(), current.end(), [](int w) { return w > 0; });
if (nonZero <= maxAssets) {
portfolios.push_back(current);
}
}
return;
}
for (int w = 0; w <= 100 - totalWeight; w += 5) {
current[pos] = w;
generatePortfolios(portfolios, current, pos + 1, totalWeight + w, maxAssets);
}
}
int main() {
const int numAssets = 5;
const int maxAssets = 4;
const int step = 5;
const int duration = 15;
// Asset names
vector<string> assetNames = {"scv60Lcg15", "scv95", "vti", "11all", "33gld"};
// Replace these with actual return data for each asset
vector<vector<double>> assets = {
// Asset 1
{-0.04,0.14,0.15,-0.14,-0.19,0.26,0.28,0.04,0.08,0.28,0.08,-0.06,0.24,0.22,-0.01,0.26,0.14,-0.02,0.14,0.16,
-0.16,0.29,0.15,0.18,-0.03,0.20,0.13,0.20,0.02,0.08,-0.04,0.04,-0.07,0.33,0.12,0.06,0.15,0.01,-0.26,0.31,
0.22,-0.03,0.15,0.19,0.08,-0.06,0.16,0.13,-0.11,0.21,0.13,0.12,-0.18,0.15,0.12},
// Asset 2
{-0.03,0.13,0.06,-0.29,-0.31,0.43,0.46,0.08,0.07,0.21,0.12,0.06,0.31,0.38,0.02,0.31,0.12,-0.08,0.23,0.14,
-0.22,0.37,0.24,0.19,-0.02,0.24,0.17,0.31,-0.06,0.02,0.04,0.11,-0.13,0.41,0.17,0.04,0.15,-0.09,-0.32,0.33,
0.23,-0.06,0.18,0.32,0.09,-0.06,0.23,0.09,-0.15,0.20,0.03,0.19,-0.16,0.11,0.08},
// Asset 3
{-0.02,0.11,0.12,-0.25,-0.36,0.30,0.21,-0.11,-0.01,0.05,0.16,-0.11,0.19,0.19,0.01,0.28,0.15,-0.02,0.12,0.24,
-0.10,0.29,0.06,0.08,-0.01,0.34,0.19,0.30,0.24,0.19,-0.13,-0.09,-0.25,0.30,0.08,0.02,0.12,0.01,-0.37,0.26,
0.16,-0.02,0.14,0.31,0.12,0.00,0.11,0.19,-0.07,0.28,0.19,0.18,-0.24,0.22,0.20},
// Asset 4
{-0.02,0.12,0.14,-0.13,-0.19,0.22,0.26,0.04,0.06,0.19,0.07,-0.07,0.20,0.20,0.03,0.26,0.19,0.00,0.14,0.15,
-0.16,0.24,0.10,0.20,-0.02,0.19,0.12,0.17,0.01,0.05,0.01,0.02,-0.06,0.32,0.14,0.07,0.17,-0.01,-0.25,0.25,
0.20,0.00,0.14,0.15,0.11,-0.04,0.13,0.12,-0.10,0.20,0.07,0.12,-0.19,0.10,0.08},
// Asset 5 (new)
{-0.01,0.11,0.19,0.03,-0.05,0.13,0.23,0.07,0.10,0.44,0.08,-0.13,0.20,0.14,-0.04,0.19,0.16,0.02,0.06,0.08,
-0.15,0.17,0.08,0.16,-0.03,0.17,0.11,0.12,0.00,0.02,-0.01,0.02,-0.02,0.30,0.11,0.07,0.19,0.03,-0.21,0.25,
0.23,0.00,0.13,0.08,0.09,-0.06,0.13,0.10,-0.08,0.20,0.10,0.11,-0.14,0.11,0.14}
};
int numYears = assets[0].size();
vector<Portfolio> portfolios;
generatePortfolios(portfolios, Portfolio(5, 0), 0, 0, maxAssets);
vector<tuple<Portfolio, double>> portfolioResults;
for (const Portfolio& p : portfolios) {
vector<double> cagrList;
for (int start = 0; start <= numYears - duration; ++start) {
vector<double> subReturns;
for (int i = 0; i < duration; ++i) {
double portRet = portfolioReturn(assets, p, start + i);
subReturns.push_back(portRet);
}
double cagr = lumpSumCAGR(subReturns);
cagrList.push_back(cagr);
}
double bottom15 = percentile15(cagrList);
portfolioResults.emplace_back(p, bottom15);
}
sort(portfolioResults.begin(), portfolioResults.end(),
[](const auto& a, const auto& b) {
return get<1>(a) > get<1>(b);
});
cout << fixed << setprecision(2);
for (int i = 0; i < 2 && i < portfolioResults.size(); ++i) {
auto [weights, cagr] = portfolioResults[i];
cout << "Portfolio " << i+1 << ":\n";
for (int j = 0; j < numAssets; ++j) {
if (weights[j] > 0)
cout << " " << assetNames[j] << ": " << weights[j] << "%\n";
}
cout << " Bottom 15th Percentile CAGR: " << cagr * 100 << "%\n\n";
}
return 0;
}
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