Recursion Template

  1. Memorization
  2. Divide and conquer
  3. Backtracking

1. Memorization

To avoid duplicate calculation in subproblems.

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class Solution {
private:
std::unordered_map<int, int> _map; // Use a map to keep previous results.
public:
int memorizatio(int n) {
// Check if the answer has been calculated.
if (_map.find(n) != _map.end())
return _map[n];

int ans = 0;

// Base case
// ans = ...

// Recursion relation
// ans = ...

// Save results
_map[n] = ans;

return ans;
}
};

2. Divide and Conquer

  1. Divide Divide the problem $S$ into subproblems ${S_1, S_2, …S_n}$, where $n >= 2$.
  2. Conquer Solve each subproblem.
  3. Combine Combine the results of each subproblem.
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bool divideAndConquer(S) {
// Base case
// 1. Null detection
// 2. Solve the minimal subproblem

// Divide the problem and solve subproblems
bool res1 = divideAndConquer(S1);
bool res2 = divideAndConquer(S2);
// ...

// Return combine results
return combine(res1, res2);
}

3. Backtracking

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void backtracking(candidate) {
// Return if candidate is valid.
if (candidate)
return;

// Iterate all possible candidates.
for (auto candi : candidates) {
// Make sure candi is valid
if (candi) {
// 1. Modify candi
modify(candi)
// 2. Run backtracking
backtracking(modified(candi));
// 3. Revert the change
revert(candi);
}
}
}
Author

Joe Chu

Posted on

2024-05-28

Updated on

2024-11-26

Licensed under

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