While working through the USACO Training problems, I found out about Dynamic Programming. The first training problem that deals with this concept is a problem called Subset Sums.
The Problem Statement Follows :
For many sets of consecutive integers from 1 through N (1 <= N <= 39), one can partition the set into two sets whose sums are identical. For example, if N=3, one can partition the set {1, 2, 3} in one way so that the sums of both subsets are identical:
{3} and {1,2}
This counts as a single partitioning (ie, reversing the order counts as the same partitioning and thus does not increase the count of partitions). If N=7, there are four ways to partition the set {1, 2, 3, ... 7} so that each partition has the same sum:
{1,6,7} and {2,3,4,5}
{2,5,7} and {1,3,4,6}
{3,4,7} and {1,2,5,6}
{1,2,4,7} and {3,5,6}
Given N, your program should print the number of ways a set containing the integers from 1 through N can be partitioned into two sets whose sums are identical. Print 0 if there are no such ways. Your program must calculate the answer, not look it up from a table.
INPUT FORMAT The input file contains a single line with a single integer representing N, as above.
SAMPLE INPUT (file subset.in) 7
OUTPUT FORMAT The output file contains a single line with a single integer that tells how many same-sum partitions can be made from the set {1, 2, ..., N}. The output file should contain 0 if there are no ways to make a same-sum partition. SAMPLE OUTPUT (file subset.out) 4
After much reading, I found an algorithm that was explained to be a variation of the 0/1 knapsack problem . I implemented it in my code, and I solved the problem. However, I have no idea how my code works or what is going on.
*Main Question: I was wondering if someone could explain to me how the knapsack algorithm works, and how my program could possibly be implementing this in my code?
My code:
#include <iostream>
#include <fstream>
using namespace std;
int main()
{
ifstream fin("subset.in");
ofstream fout("subset.out");
long long num=0, ways[800]={0};
ways[0]=1;
cin >> num;
if(((num*(num+1))/2)%2 == 1)
{
fout << "0" << endl;
return 0;
}
//THIS IS THE BLOCK OF CODE THAT IS SUPPOSED TO BE DERIVED FROM THE
// O/1 KNAPSACK PROBLEM
for (int i = 1; i <= num; i++)
{
for (int j = (num*(num+1))/2 - i; j >= 0; --j)
{
ways[j + i] += ways[j];
}
}
fout << ways[(num*(num+1))/2/2]/2 << endl;
return 0;
}
*note: Just to emphasize, this code does work, I just would like an explanation why it works. Thanks :)
I wonder why numerous sources could not help you.
Trying one more time with my ugly English:
ways[0]=1;
there is a single way to make empty sum
num*(num+1))/2
this is MaxSum - sum of all numbers in range 1..num
(sum of arithmetic progression)
if(((num*(num+1))/2)%2 == 1)
there is no chance to divide odd value into two equal parts
for (int i = 1; i <= num; i++)
for every number in range
for (int j = (num*(num+1))/2 - i; j >= 0; --j) ways[j + i] += ways[j];
sum j + i
might be built using sum j
and item with value i
.
For example, consider that you want make sum 15.
At the first step of outer cycle you are using number 1, and there is ways[14]
variants to make this sum.
At the second step of outer cycle you are using number 2, and there is ways[13]
new variants to make this sum, you have to add these new variants.
At the third step of outer cycle you are using number 3, and there is ways[12]
new variants to make this sum, you have to add these new variants.
ways[(num*(num+1))/2/2]/2
output number of ways to make MaxSum/2, and divide by two to exclude symmetric variants ([1,4]+[2,3]/[2,3]+[1,4])
Question for self-thinking: why inner cycle goes in reverse direction?
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