Reputation: 399
Given a binary search tree where there may contain duplicates, but all other logic of the BST is intact,determine the most frequently occurring element.
class TreeNode
{
public:
TreeNode* right = NULL;
TreeNode* left = NULL;
int val;
TreeNode(int value)
{
val = value;
}
};
// To keep track of the frequency of the value/node
struct holder
{
public:
TreeNode* most = NULL;
int count = 0;
};
int frequencyOfNode(TreeNode* root, struct holder* ptr)
{
if (root == NULL)
{
return 0;
}
int left = frequencyOfNode(root->left, ptr);
int right = frequencyOfNode(root->right, ptr);
// need to check of left and right are nor null
if (left != 0 && root->val == root->left->val)
{
return 1 + left;
}
else if (right != 0 && root->val == root->right->val)
{
return 1 + right;
}
else
{
// left has a higher frequency
if (left >= right)
{
// left is bigger;
if (left > ptr->count)
{
ptr->most = root->left;
ptr->count = left;
}
}
else
{
// right has a higher frequency
if (right > ptr->count)
{
ptr->most = root->right;
ptr->count = right;
}
}
return 1;
}
}
I am doing a post order traversal of the binary search tree. my logic works when the nodes appears in consecutive order, but if the node is not in consecutive order; the frequency of the node is reset.
my time is O(n) and space is O(1).
the issue is when the Nodes do not linked in succession.
my sample Tree:
int main()
{
TreeNode *root = new TreeNode(6);
root->right = new TreeNode(8);
root->right->left = new TreeNode(7);
root->right->right = new TreeNode(8);
root->right->right->right = new TreeNode(8);
root->right->right->right->right = new TreeNode(9);
root->right->right->right->right->left = new TreeNode(8);
root->left = new TreeNode(4);
root->left->right = new TreeNode(5);
root->left->right->right = new TreeNode(5);
root->left->right->right->right = new TreeNode(5);
root->left->left = new TreeNode(1);
root->left->left->right = new TreeNode(1);
root->left->left->right->right = new TreeNode(1);
root->left->left->right->right = new TreeNode(2);
root->left->left->left = new TreeNode(0);
struct holder freq;
int ran = frequencyOfNode(root, &freq);
std::cout << "random" << ran << std::endl;
std::cout << "The Node: " << freq.most->val << " frequency " << freq.count
<< std::endl;
return 0;
}
I'm really confused on how to take into account, when the nodes are not consecutive( i.e 8->8->8->9->8).
Upvotes: 0
Views: 2334
Reputation: 372
I see you have fixed some problems yourself. Anyway, I decided to solve this completely, changing a few things as well to simplify everything. It uses O(N) time and O(1) space:
#include <iostream>
#include <limits>
class TreeNode
{
public:
TreeNode* right;
TreeNode* left;
int val;
TreeNode(int value)
{
val = value;
right = left = NULL;
}
};
// To keep track of the frequency of the value/node
struct Holder
{
public:
int value;
int count;
Holder(int v=std::numeric_limits<int>::min(), int c=-1): value(v), count(c) {}
};
void dfs(TreeNode* root, int &mostFrequent, int &mostFrequentCount, int ¤t, int ¤tCount)
{
if(root->left) dfs(root->left, mostFrequent, mostFrequentCount, current, currentCount); //first go to smaller
int val = root->val;
if(val == current) currentCount++;
else { current=val; currentCount=1; }
if(currentCount > mostFrequentCount)
{
mostFrequent=current;
mostFrequentCount=currentCount;
}
if(root->right) dfs(root->right, mostFrequent, mostFrequentCount, current, currentCount); //finally go to larger
}
Holder getMostFrequent(TreeNode *root)
{
int mostFrequent=-1,mostFrequentCount=-1, current=std::numeric_limits<int>::min(), currentCount=-1;
if(root) dfs(root, mostFrequent, mostFrequentCount, current, currentCount);
return Holder(mostFrequent, mostFrequentCount);
}
int main()
{
TreeNode *root = new TreeNode(6);
root->right = new TreeNode(8);
root->right->left = new TreeNode(7);
root->right->right = new TreeNode(8);
root->right->right->right = new TreeNode(8);
root->right->right->right->right = new TreeNode(9);
root->right->right->right->right->left = new TreeNode(8);
root->left = new TreeNode(4);
root->left->right = new TreeNode(5);
root->left->right->right = new TreeNode(5);
root->left->right->right->right = new TreeNode(5);
root->left->left = new TreeNode(1);
root->left->left->right = new TreeNode(1);
root->left->left->right->right = new TreeNode(1);
root->left->left->right->right = new TreeNode(2);
root->left->left->left = new TreeNode(0);
Holder h = getMostFrequent(root);
std::cout << "most frequently encountered element: " << h.value << ", " << h.count << " times\n";
return 0;
}
It uses the fact that since this is a BST, traversing it in the [left -> current -> right] order would result in sorted elements, that's all.
Upvotes: 2