Description
Given a matrix consists of 0 and 1, find the distance of the nearest 0 for each cell.
The distance between two adjacent cells is 1.
Example 1:
Input:
0 0 0
0 1 0
0 0 0
Output:
0 0 0
0 1 0
0 0 0
Example 2:
Input:
0 0 0
0 1 0
1 1 1
Output:
0 0 0
0 1 0
1 2 1
Note:
- The number of elements of the given matrix will not exceed 10,000.
- There are at least one 0 in the given matrix.
- The cells are adjacent in only four directions: up, down, left and right.
Solution
BFS, time O(m * n), space O(m * n)
跟"286. Walls and Gates"完全相同的解法。
注意,这道题用的是BFS level traversal,而非Dijikstra,所以需要在进队列的时候更新dis,而非出队列的时候!
class Solution {
public static final int[][] DIRECTIONS = {{-1, 0}, {1, 0}, {0, -1}, {0, 1}};
public int[][] updateMatrix(int[][] matrix) {
if (matrix == null || matrix.length == 0 || matrix[0].length == 0) {
return matrix;
}
int m = matrix.length;
int n = matrix[0].length;
int[][] dis = new int[m][n];
for (int[] row : dis) {
Arrays.fill(row, Integer.MAX_VALUE);
}
Queue<int[]> queue = new LinkedList<>();
for (int i = 0; i < m; ++i) {
for (int j = 0; j < n; ++j) {
if (matrix[i][j] == 0) {
queue.offer(new int[]{i, j});
dis[i][j] = 0;
}
}
}
while (!queue.isEmpty()) {
int[] pos = queue.poll();
int neighborDis = dis[pos[0]][pos[1]] + 1;
for (int[] direction : DIRECTIONS) {
int x = pos[0] + direction[0];
int y = pos[1] + direction[1];
// check isValid here! otherwise dis[x][y] might be broken
if (x < 0 || x >= m || y < 0 || y >= n || dis[x][y] < Integer.MAX_VALUE) {
continue;
}
dis[x][y] = neighborDis;
queue.offer(new int[] {x, y});
}
}
return dis;
}
}
DFS: TLE
DP, time O(mn), space O(mn)
也可以用DP来解,因为每个位置(i, j)的结果只依赖与它上下左右邻居到0的距离。
用两遍遍历即可解决啦。有一个坑是,由于后面会对邻居的dis加一进行比较,所以不能将dis[][]初始化成Integer.MAX_VALUE,会overflow的!
class Solution {
public int[][] updateMatrix(int[][] matrix) {
if (matrix == null || matrix.length == 0 || matrix[0].length == 0) {
return matrix;
}
int m = matrix.length;
int n = matrix[0].length;
int[][] dis = new int[m][n];
for (int[] row : dis) {
Arrays.fill(row, 10001); // shouldn't use Integer.MAX_VALUE! Add cause overflow
}
for (int i = 0; i < m; ++i) {
for (int j = 0; j < n; ++j) {
if (matrix[i][j] == 0) {
dis[i][j] = 0;
continue;
}
if (i > 0) {
dis[i][j] = Math.min(1 + dis[i - 1][j], dis[i][j]);
}
if (j > 0) {
dis[i][j] = Math.min(1 + dis[i][j - 1], dis[i][j]);
}
}
}
for (int i = m - 1; i >= 0; --i) {
for (int j = n - 1; j >= 0; --j) {
if (i < m - 1) {
dis[i][j] = Math.min(1 + dis[i + 1][j], dis[i][j]);
}
if (j < n - 1) {
dis[i][j] = Math.min(1 + dis[i][j + 1], dis[i][j]);
}
}
}
return dis;
}
}