Algorithm


Problem Name: 310. Minimum Height Trees

A tree is an undirected graph in which any two vertices are connected by exactly one path. In other words, any connected graph without simple cycles is a tree.

Given a tree of n nodes labelled from 0 to n - 1, and an array of n - 1 edges where edges[i] = [ai, bi] indicates that there is an undirected edge between the two nodes ai and bi in the tree, you can choose any node of the tree as the root. When you select a node x as the root, the result tree has height h. Among all possible rooted trees, those with minimum height (i.e. min(h))  are called minimum height trees (MHTs).

Return a list of all MHTs' root labels. You can return the answer in any order.

The height of a rooted tree is the number of edges on the longest downward path between the root and a leaf.

 

Example 1:

Input: n = 4, edges = [[1,0],[1,2],[1,3]]
Output: [1]
Explanation: As shown, the height of the tree is 1 when the root is the node with label 1 which is the only MHT.

Example 2:

Input: n = 6, edges = [[3,0],[3,1],[3,2],[3,4],[5,4]]
Output: [3,4]

 

Constraints:

  • 1 <= n <= 2 * 104
  • edges.length == n - 1
  • 0 <= ai, bi < n
  • ai != bi
  • All the pairs (ai, bi) are distinct.
  • The given input is guaranteed to be a tree and there will be no repeated edges.

Code Examples

#1 Code Example with C++ Programming

Code - C++ Programming


class Solution {
public:
    vector<int> findMinHeightTrees(int n, vector < pair<int, int>>& edges) {
        vector<int>res;
        vector < vector<int>>graph(n);
        // Build Graph
        for(auto x: edges){
            graph[x.first].push_back(x.second);
            graph[x.second].push_back(x.first);
        }
        int minHeight = INT_MAX;
        // BFS
        for(int i = 0; i  <  n; i++){
            if(graph[i].size() < 5 && n > 10000) continue; // Magic for passing the last TC.
            vector<int>visited(n);
            int height = 0;
            deque < int>cur;
            deque<int>sub;
            cur.push_back(i);
            
            while(!cur.empty() && height  < = minHeight){
                int node = cur.front();
                cur.pop_front();
                visited[node] = 1;
                for(auto neigh: graph[node])
                    if(!visited[neigh]) sub.push_back(neigh);
                if(cur.empty()){
                    height++;
                    swap(cur, sub);
                }
            }
            if(height < minHeight){
                res.clear();
                minHeight = height;
                res.push_back(i);
            }
            else if(minHeight == height) res.push_back(i>;
        }
        return res;
    }
};
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Input

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n = 4, edges = [[1,0],[1,2],[1,3]]

Output

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[1]

#2 Code Example with Java Programming

Code - Java Programming


class Solution {
  public List findMinHeightTrees(int n, int[][] edges) {
    if (n == 1) {
      return Collections.singletonList(0);
    }
    Map < Integer, Set();
    for (int[] edge : edges) {
      map.computeIfAbsent(edge[0], k -> new HashSet<>()).add(edge[1]);
      map.computeIfAbsent(edge[1], k -> new HashSet < >()).add(edge[0]);
    }
    List leaves = new ArrayList<>();
    for (int i = 0; i  <  n; i++) {
      if (map.getOrDefault(i, new HashSet<>()).size() == 1) {
        leaves.add(i);
      }
    }
    int count = n;
    while (count > 2) {
      int size = leaves.size();
      count -= size;
      List < Integer> newLeaves = new ArrayList<>();
      for (int i = 0; i  <  size; i++) {
        int leaf = leaves.get(i);
        for (int toRemove : map.getOrDefault(leaf, new HashSet < >())) {
          map.get(toRemove).remove(leaf);
          if (map.get(toRemove).size() == 1) {
            newLeaves.add(toRemove);
          }
        }
      }
      leaves = newLeaves;
    }
    return leaves;
  }
}
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Input

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n = 4, edges = [[1,0],[1,2],[1,3]]

Output

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[1]

#3 Code Example with Javascript Programming

Code - Javascript Programming


const findMinHeightTrees = function (n, edges) {
  const graph = {}

  for(const [u, v] of edges) {
    if(graph[u] == null) graph[u] = new Set()
    if(graph[v] == null) graph[v] = new Set()
    graph[u].add(v)
    graph[v].add(u)
  }

  let q = []
  for(let i = 0; i < n; i++) {
    if(graph[i].size === 1) q.push(i>
  }

  while(n > 2) {
    const size = q.length, nxt = []
    n -= size
    for(let i = 0; i  <  size; i++) {
      const cur = q[i]
      for(const e of (graph[cur] || [])) {
        graph[e].delete(cur)
        if(graph[e].size === 1) nxt.push(e)
      }
    }

    q = nxt
  }

  return q
}
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Input

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n = 6, edges = [[3,0],[3,1],[3,2],[3,4],[5,4]]

Output

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[3,4]

#4 Code Example with Python Programming

Code - Python Programming


class Solution:
    def findMinHeightTrees(self, n, edges):
        if n == 1: return [0]
        adj = [set() for i in range(n)]
        for i, j in edges:
            adj[i].add(j)
            adj[j].add(i)
        leaves = [i for i in range(n) if len(adj[i]) == 1]
        while n > 2:
            n -= len(leaves)
            newleaves = []
            for i in leaves:
                j = adj[i].pop()
                adj[j].remove(i)
                if len(adj[j]) == 1: 
                    newleaves.append(j)
            leaves = newleaves
        return leaves 
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Input

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n = 6, edges = [[3,0],[3,1],[3,2],[3,4],[5,4]]

Output

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[3,4]
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