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#include <cstdint> | ||
#include <iostream> | ||
#include <vector> | ||
// | ||
[[nodiscard]] constexpr auto factorial(std::size_t val) -> std::size_t { | ||
if (val <= 1) { | ||
return 1; | ||
} | ||
return val * factorial(val - 1); | ||
} | ||
// | ||
/// @brief performs Newton's Forward Difference Formula on two dynamic | ||
/// containers | ||
/// @param xi container | ||
/// @param yi container | ||
/// @param x [by default it's `1`] | ||
/// @return Ty | ||
template <class Ty, class Cont> | ||
[[nodiscard]] auto newton_forward(const Cont &xi, Cont &yi, const Ty x) -> Ty { | ||
Cont forward{yi[0]}; // holds forward difference of `yi` init = yi[0] | ||
std::size_t size{yi.size()}; | ||
// | ||
for (std::size_t i{}; i < size; | ||
++i) { // calculates forward difference of `yi` | ||
Cont temp{}; | ||
for (std::size_t j{1}; j < size; ++j) { | ||
temp.push_back(yi[j - 1] = (yi[j] - yi[j - 1])); | ||
if (j == yi.size() - 1) { | ||
yi.erase(yi.begin() + static_cast<int64_t>(size - 1)); | ||
} | ||
} | ||
size = temp.size(); | ||
forward.push_back(temp[0]); | ||
} | ||
forward.push_back(yi[0] = yi[1] - yi[0]); | ||
const auto cal_u = [](const Ty u, const std::size_t times) -> Ty { | ||
Ty result{u}; | ||
for (std::size_t i{1}; i < times; ++i) { | ||
result *= u - static_cast<Ty>(i); | ||
} | ||
return result; | ||
}; | ||
const Ty u{(x - xi[0]) / (xi[1] - xi[0])}; | ||
Ty y{(forward[0])}; | ||
// | ||
for (std::size_t i{1}; i < xi.size(); ++i) { | ||
y = y + (cal_u(u, i) * (forward[i])) / static_cast<Ty>(factorial(i)); | ||
} | ||
return y; | ||
} | ||
// | ||
auto main() -> int { | ||
std::vector<float> xi{1891, 1901, 1911, 1921, 1931}; | ||
std::vector<float> yi{46, 66, 81, 93, 101}; | ||
std::cout << newton_forward(xi, yi, 1.) << '\n'; | ||
} |