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New Problem Solution - "Friend Circles"
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// Source : https://leetcode.com/problems/friend-circles/ | ||
// Author : Hao Chen | ||
// Date : 2019-03-26 | ||
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/***************************************************************************************************** | ||
* | ||
* | ||
* There are N students in a class. Some of them are friends, while some are not. Their friendship is | ||
* transitive in nature. For example, if A is a direct friend of B, and B is a direct friend of C, | ||
* then A is an indirect friend of C. And we defined a friend circle is a group of students who are | ||
* direct or indirect friends. | ||
* | ||
* Given a N*N matrix M representing the friend relationship between students in the class. If M[i][j] | ||
* = 1, then the ith and jth students are direct friends with each other, otherwise not. And you have | ||
* to output the total number of friend circles among all the students. | ||
* | ||
* Example 1: | ||
* | ||
* Input: | ||
* [[1,1,0], | ||
* [1,1,0], | ||
* [0,0,1]] | ||
* Output: 2 | ||
* Explanation:The 0th and 1st students are direct friends, so they are in a friend circle. The 2nd | ||
* student himself is in a friend circle. So return 2. | ||
* | ||
* Example 2: | ||
* | ||
* Input: | ||
* [[1,1,0], | ||
* [1,1,1], | ||
* [0,1,1]] | ||
* Output: 1 | ||
* Explanation:The 0th and 1st students are direct friends, the 1st and 2nd students are direct | ||
* friends, so the 0th and 2nd students are indirect friends. All of them are in the same friend | ||
* circle, so return 1. | ||
* | ||
* Note: | ||
* | ||
* N is in range [1,200]. | ||
* M[i][i] = 1 for all students. | ||
* If M[i][j] = 1, then M[j][i] = 1. | ||
* | ||
******************************************************************************************************/ | ||
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class Solution { | ||
public: | ||
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// ----------------------------------------------------------------------------- | ||
//DFS solution is quite easy to understand, just like the "Number of Island" | ||
int findCircleNum_DFS(vector<vector<int>>& M) { | ||
int n = 0; | ||
for (int i=0; i<M.size(); i++) { | ||
for (int j=0; j<M[0].size(); j++) { | ||
if ( M[i][j] == 1 ) { | ||
n++; | ||
M[i][j] = 2; | ||
mark(M, j); | ||
} | ||
} | ||
} | ||
return n; | ||
} | ||
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void mark(vector<vector<int>>& M, int i ) { | ||
for ( int j=0; j<M[i].size(); j++ ){ | ||
if ( M[i][j] == 1 ) { | ||
M[i][j] = 2; | ||
mark(M, j); | ||
} | ||
} | ||
} | ||
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// ----------------------------------------------------------------------------- | ||
//Union Find Solution | ||
int findCircleNum_UF(vector<vector<int>>& M) { | ||
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vector<int> relations(M.size()); | ||
for (int i=0; i<relations.size(); i++){ | ||
relations[i] = i; | ||
} | ||
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int n = M.size(); //by default, there are N friend cicles | ||
for (int i=0; i<M.size(); i++) { | ||
for (int j=0; j<M[0].size(); j++) { | ||
if ( M[i][j] == 1 && i != j ) { | ||
if ( join(relations, i, j) ) n--; | ||
} | ||
} | ||
} | ||
return n; | ||
} | ||
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//find the tail node. | ||
// if a -> b -> c -> d, then find(a),find(b) or find(c) would return d; | ||
int find(vector<int>& relations, int i ) { | ||
while( relations[i] != i ) { | ||
i = relations[i]; | ||
} | ||
return i; | ||
} | ||
// join the x cicle with y cicle, | ||
// if x and y are already in same friend cicle, then return false, else return true; | ||
bool join(vector<int> &relations, int x, int y) { | ||
int tx = find(relations, x); | ||
int ty = find(relations, y); | ||
if ( tx != ty ) relations[tx] = y; | ||
return tx != ty; | ||
} | ||
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// ----------------------------------------------------------------------------- | ||
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int findCircleNum(vector<vector<int>>& M) { | ||
return findCircleNum_UF(M); | ||
return findCircleNum_DFS(M); | ||
} | ||
}; |