Question
Given an integer matrix, find the length of the longest increasing path.
From each cell, you can either move to four directions: left, right, up or down. You may NOT move diagonally or move outside of the boundary (i.e. wrap-around is not allowed).
Example 1:
nums = [
[9,9,4],
[6,6,8],
[2,1,1]
]
Return 4
The longest increasing path is [1, 2, 6, 9].
Example 2:
nums = [
[3,4,5],
[3,2,6],
[2,2,1]
]
Return 4
The longest increasing path is [3, 4, 5, 6]. Moving diagonally is not allowed.
Quick Hints
- Do a
DFS
from every cell of the matrix - Direction array
{{0, 1}, {1, 0}, {0, -1}, {-1, 0}}
- Memorize the length in another matrix
Solution
Time complexity
O(m * n)
the DFS here is basically like DP with memorization. Every cell that has been computed will not be computed again, only a value look-up is performed. So this is
O(mn)
, m and n being the width and height of the matrix.
To be exact, each cell can be accessed 5 times at most: 4 times from the top, bottom, left and right and one time from the outermost double for loop. 4 of these 5 visits will be look-ups except for the first one. So the running time should be lowercaseo(5mn)
, which is of courseO(mm)
.
Space complexity
O(m * n)