Provide code that produces a list of numbers which is the n-th order forward difference, given a non-negative integer (specifying the order) and a list of numbers. The first-order forward difference of a list of numbers (A) is a new list (B) where Bn = An+1 – An. List B should have one fewer element as a result. The second-order forward difference of A will be the same as the first-order forward difference of B. That new list will have two fewer elements than A and one less than B. The goal of this task is to repeat this process up to the desired order.
For a more formal description, see the related Mathworld article.
Algorithmic options:
- Iterate through all previous forward differences and re-calculate a new array each time.
- Use this formula (from Wikipedia):
- (Pascal’s Triangle may be useful for this option)
- This code uses a separate function to do a first-order forward difference, which is then called several times for calculating n-th order forward difference. No error checking is implemented.
#include <vector> #include <iterator> #include <algorithm> // calculate first order forward difference // requires: // * InputIterator is an input iterator // * OutputIterator is an output iterator // * The value type of InputIterator is copy-constructible and assignable // * The value type of InputIterator supports operator - // * The result type of operator- is assignable to the value_type of OutputIterator // returns: The iterator following the output sequence template<typename InputIterator, typename OutputIterator> OutputIterator forward_difference(InputIterator first, InputIterator last, OutputIterator dest) { // special case: for empty sequence, do nothing if (first == last) return dest; typedef typename std::iterator_traits<InputIterator>::value_type value_type; value_type temp = *first++; while (first != last) { value_type temp2 = *first++; *dest++ = temp2 - temp; temp = temp2; } return dest; } // calculate n-th order forward difference. // requires: // * InputIterator is an input iterator // * OutputIterator is an output iterator // * The value type of InputIterator is copy-constructible and assignable // * The value type of InputIterator supports operator - // * The result type of operator- is assignable to the value_type of InputIterator // * The result type of operator- is assignable to the value_type of OutputIterator // * order >= 0 // returns: The iterator following the output sequence template<typename InputIterator, typename OutputIterator> OutputIterator nth_forward_difference(int order, InputIterator first, InputIterator last, OutputIterator dest) { // special case: If order == 0, just copy input to output if (order == 0) return std::copy(first, last, dest); // second special case: If order == 1, just forward to the first-order function if (order == 1) return forward_difference(first, last, dest); // intermediate results are stored in a vector typedef typename std::iterator_traits<InputIterator>::value_type value_type; std::vector<value_type> temp_storage; // fill the vector with the result of the first order forward difference forward_difference(first, last, std::back_inserter(temp_storage)); // the next n-2 iterations work directly on the vector typename std::vector<value_type>::iterator begin = temp_storage.begin(), end = temp_storage.end(); for (int i = 1; i < order-1; ++i) end = forward_difference(begin, end, begin); // the final iteration writes directly to the output iterator return forward_difference(begin, end, dest); } // example usage code #include <iostream> int main() { double array[10] = { 90.0, 47.0, 58.0, 29.0, 22.0, 32.0, 55.0, 5.0, 55.0, 73.0 }; // this stores the results in the vector dest std::vector<double> dest; nth_forward_difference(1, array, array+10, std::back_inserter(dest)); // output dest std::copy(dest.begin(), dest.end(), std::ostream_iterator<double>(std::cout, " ")); std::cout << std::endl; // however, the results can also be output as they are calculated nth_forward_difference(2, array, array+10, std::ostream_iterator<double>(std::cout, " ")); std::cout << std::endl; nth_forward_difference(9, array, array+10, std::ostream_iterator<double>(std::cout, " ")); std::cout << std::endl; nth_forward_difference(10, array, array+10, std::ostream_iterator<double>(std::cout, " ")); std::cout << std::endl; nth_forward_difference(0, array, array+10, std::ostream_iterator<double>(std::cout, " ")); std::cout << std::endl; // finally, the results can also be written into the original array // (which of course destroys the original content) double* end = nth_forward_difference(3, array, array+10, array); for (double* p = array; p < end; ++p) std::cout << *p << " "; std::cout << std::endl; return 0; }
- Output:
-43 11 -29 -7 10 23 -50 50 18 54 -40 22 17 13 -73 100 -32 -2921 90 47 58 29 22 32 55 5 55 73 -94 62 -5 -4 -86 173 -132
Note the empty line indicating the empty sequence for order 10.
Using Standard Template Library
#include <iostream> #include <numeric> // Calculate the Forward Difference of a series if integers showing each order // // Nigel Galloway. August 20th., 2012 // int main() { int x[] = {NULL,-43,11,-29,-7,10,23,-50,50,18}; const int N = sizeof(x) / sizeof(int) - 1; for (int ord = 0; ord < N - 1; ord++) { std::adjacent_difference(x+1, x + N + 1 - ord, x); for (int i = 1; i < N - ord; i++) std::cout << x[i] << ' '; std::cout << std::endl; } return 0; }
- Output:
54 -40 22 17 13 -73 100 -32 -94 62 -5 -4 -86 173 -132 156 -67 1 -82 259 -305 -223 68 -83 341 -564 291 -151 424 -905 -442 575 -1329 1017 -1904 -2921
Usually one will not want the intermediate results, in which case the following is sufficient:
#include <iostream> #include <numeric> // Calculate the Forward Difference of a series if integers // // Nigel Galloway. August 20th., 2012 // int main() { int x[] = {NULL,-43,11,-29,-7,10,23,-50,50,18}; const int N = sizeof(x) / sizeof(int) - 1; for (int ord = 0; ord < N - 1; ord++) std::adjacent_difference(x+1, x + N + 1 - ord, x); std::cout << x[1] << std::endl; return 0; }
- Output:
-2921
Using Pascal’s Triangle
#include <iostream> #include <algorithm> // Calculate the Forward Difference of a series if integers using Pascal's Triangle // For this example the 9th line of Pascal's Triangle is stored in P. // // Nigel Galloway. August 20th., 2012 // int main() { const int P[] = {1,-8,28,-56,70,-56,28,-8,1}; int x[] = {-43,11,-29,-7,10,23,-50,50,18}; std::transform(x, x + sizeof(x) / sizeof(int), P, x, std::multiplies<int>()); std::cout << std::accumulate(x, x + sizeof(x) / sizeof(int), 0) << std::endl; return 0; }
- Output:
-2921
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