#include <iostream>
#include <vector>
#include <cmath>
#include <algorithm>
#include <iomanip>
#include <tuple>
using namespace std;
using Portfolio = vector<int>; // weights in percent, size = 6
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 < weights.size(); ++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 == current.size()) {
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 = 6;
const int maxAssets = 3; // Limit to 3-asset portfolios
const int step = 5;
vector<string> assetNames = {"scv60Lcg15", "scv95", "vti", "11all", "33gld", "newAsset"};
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
{-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},
// Asset 6 (new)
{-0.03,0.13,0.12,-0.22,-0.30,0.25,0.24,-0.02,0.00,0.07,0.08,-0.09,0.14,0.20,0.07,0.26,0.15,-0.02,0.16,0.24,
-0.13,0.33,0.10,0.21,-0.03,0.22,0.16,0.21,0.05,0.15,-0.05,-0.02,-0.12,0.32,0.14,0.08,0.17,0.02,-0.32,0.29,
0.17,-0.01,0.14,0.17,0.13,-0.03,0.11,0.16,-0.09,0.23,0.11,0.14,-0.24,0.14,0.11}
};
int numYears = assets[0].size();
for (int duration = 1; duration <= 31; duration += 2) {
cout << "----------\n----------\nDuration:\t" << duration << "\n--------------------\n";
vector<Portfolio> portfolios;
generatePortfolios(portfolios, Portfolio(numAssets, 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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