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Algorithms_Dynamic_Programming_14_adhocks_Exact-Atmost Relationship.cpp
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/*
*
*
******************************************** Licence *******************************************
* *
* This File is part of Algorithms Arabic Video Series *
* Made By Eng Mostafa Saad, Teaching Assistant in FCI - Cairo University *
* *
* Available at My YouTube Channel: http://www.youtube.com/user/nobody123497?feature=mhee *
* *
* Feel free to make use of it at anytime, for any reason, in anyway, without any obligations. *
* *
* *
* In case of finding a mistake, kindly notify me at: mostafa.saad.fci@gmail.com *
* *
* Mostafa Saad Ibrahim © 2013 *
* *
************************************************************************************************
*
*
*/
#include<set>
#include<map>
#include<list>
#include<iomanip>
#include<cmath>
#include<string>
#include<vector>
#include<queue>
#include<stack>
#include<complex>
#include<sstream>
#include<iostream>
#include<fstream>
#include<algorithm>
#include<numeric>
#include<utility>
#include<functional>
#include<stdio.h>
#include<assert.h>
#include<memory.h>
#include<bitset>
using namespace std;
#define all(v) ((v).begin()), ((v).end())
#define sz(v) ((int)((v).size()))
#define clr(v, d) memset(v, d, sizeof(v))
#define rep(i, v) for(int i=0;i<sz(v);++i)
#define lp(i, n) for(int i=0;i<(int)(n);++i)
#define lpi(i, j, n) for(int i=(j);i<(int)(n);++i)
#define lpd(i, j, n) for(int i=(j);i>=(int)(n);--i)
typedef long long ll;
const ll OO = 1e8;
const double EPS = (1e-7);
int dcmp(double x, double y) { return fabs(x-y) <= EPS ? 0 : x < y ? -1 : 1; }
#define pb push_back
#define MP make_pair
#define P(x) cout<<#x<<" = { "<<x<<" }\n"
typedef long double ld;
typedef vector<int> vi;
typedef vector<double> vd;
typedef vector< vi > vvi;
typedef vector< vd > vvd;
typedef vector<string> vs;
int n, rem;
vector<int> mn, mx;
int mem[1000][1000];
/*
* Exact & atmost relationship
*
* E.g. Exact could be, How many ways to pick k balls out of n balls. Then Exact(K) = N choose K
* Atmost could be, How many ways to pick maximum k balls out of n balls. Then Atmost(K) = SUM Exact(i) where i = [0-k]
*
*
* Why important? Cause we could get one from another. Sometimes doing exact is easier/more efficint...some times reverse is true.
*
* Exact(k) = Atmost(k) - Atmost(k-1)
* Atmost(k) = SUM Exact(i) where i = [0-k]
*
* SUM Exact(i) where i = [start-end] = Atmost(end) - Atmost(start-1)
*
* Notice how having atmost could answer us exact, and range sums in O(1)!
*/
int Exact(int i, int rem)
{
if(rem < 0) return 0;
if(i == n)
return rem == 0;
int ret = Exact(i, rem-1) + Exact(i+1, rem);
return ret;
}
int AtMost(int i, int rem)
{
if(rem < 0) return 0;
if(i == n)
return 1;
int ret = AtMost(i, rem-1) + AtMost(i+1, rem);
return ret;
}
int ExactStdeuntRange(int i, int rem)
{
if(i == n)
return rem == 0;
int ret = 0;
lpi(v, mn[i], min(rem, mx[i])+1)
ret += ExactStdeuntRange(i+1, rem - v);
return ret;
}
int AtMostStdeuntRange(int i, int rem)
{
if(rem < 0)
return 0;
if(i == n)
return 1;
int ret = AtMostStdeuntRange(i, rem-1) + AtMostStdeuntRange(i+1, rem-mn[i]) - AtMostStdeuntRange(i+1, rem - mx[i] -1);
return ret;
}
int ExactStdeuntRangeDP1(int money)
{
clr(mem, 0);
mem[0][0] = 1;
for(int i = 1 ; i <= n; i++)
for(int j = mn[i-1] ; j <= money; j++)
// analyze ur optimal substructure for a systematic behavior or any thing minimize order
for(int k = mn[i-1]; k <= min(mx[i-1], j); k++)
mem[i][j] += mem[i - 1][j - k];
return mem[n][money];
}
int ExactStdeuntRangeDP2(int money)
{
clr(mem, 0);
mem[0][0] = 1;
for(int i = 1 ; i <= n; i++)
{
for(int j = 1 ; j <= money; j++) // cache table preprocessing
mem[i-1][j] += mem[i-1][j-1];
for(int j = mn[i-1] ; j <= money; j++)
{
int p = j - min(mx[i-1], j) -1;
mem[i][j] = mem[i-1][ j-mn[i-1] ] - (p == -1 ? 0 : mem[i-1][p]);
}
}
return mem[n][money];
}
int d1, d2;
int cntWays(int i, int x, int y) // cache table manipulation trick: From O(n^5) -> O(n^3)
{
// some base case
int ret = 0;
for(int x1 = x-d1; x1 <= x+d1; ++x1)
for(int y1 = y-d2; y1 <= y+d2; ++y1)
ret += cntWays(i+1, x1, y1);
return ret;
}
int cntWays()
{
// 1- base case intialization
// 2- lp i = N-1 to 0
// 3- N^2 -> cache table accumulation
// 4- N^2 -> Calculate new cache table
}
int main()
{
#ifndef ONLINE_JUDGE
freopen("c.in", "rt", stdin);
//freopen(".txt", "wt", stdout);
#endif
cin>>n>>rem;
mn = vector<int>(n);
mx = vector<int>(n);
lp(i, n)
cin>>mn[i]>>mx[i];
// cout<<ExactStdeuntRange(0, rem)<<"\n";
// cout<<AtMostStdeuntRange(0, rem) - AtMostStdeuntRange(0, rem-1)<<"\n";
cout<<ExactStdeuntRangeDP1(rem)<<"\n";
cout<<ExactStdeuntRangeDP2(rem)<<"\n";
return 0;
}