题目地址
https://leetcode.com/problems/search-a-2d-matrix-ii/description/
题目描述
Write an efficient algorithm that searches for a value in an m x n matrix. This matrix has the following properties:
Integers in each row are sorted in ascending from left to right.
Integers in each column are sorted in ascending from top to bottom.
Example:
Consider the following matrix:
[
[1, 4, 7, 11, 15],
[2, 5, 8, 12, 19],
[3, 6, 9, 16, 22],
[10, 13, 14, 17, 24],
[18, 21, 23, 26, 30]
]
Given target = 5, return true.
Given target = 20, return false.
思路
符合直觉的做法是两层循环遍历,时间复杂度是O(m * n), 有没有时间复杂度更好的做法呢? 答案是有,那就是充分运用矩阵的特性(横向纵向都递增), 我们可以从角落(左下或者右上)开始遍历,这样时间复杂度是O(m + n).
其中蓝色代表我们选择的起点元素, 红色代表目标元素。
关键点解析
- 从角落开始遍历,利用递增的特性简化时间复杂度
代码
/* * @lc app=leetcode id=240 lang=javascript * * [240] Search a 2D Matrix II * * https://leetcode.com/problems/search-a-2d-matrix-ii/description/ * * algorithms * Medium (40.30%) * Total Accepted: 170K * Total Submissions: 419.1K * Testcase Example: '[[1,4,7,11,15],[2,5,8,12,19],[3,6,9,16,22],[10,13,14,17,24],[18,21,23,26,30]]\n5' * * Write an efficient algorithm that searches for a value in an m x n matrix. * This matrix has the following properties: * * * Integers in each row are sorted in ascending from left to right. * Integers in each column are sorted in ascending from top to bottom. * * * Example: * * Consider the following matrix: * * * [ * [1, 4, 7, 11, 15], * [2, 5, 8, 12, 19], * [3, 6, 9, 16, 22], * [10, 13, 14, 17, 24], * [18, 21, 23, 26, 30] * ] * * * Given target = 5, return true. * * Given target = 20, return false. * */ /** * @param {number[][]} matrix * @param {number} target * @return {boolean} */ var searchMatrix = function(matrix, target) { if (!matrix || matrix.length === 0) return 0; let colIndex = 0; let rowIndex = matrix.length - 1; while(rowIndex > 0 && target < matrix[rowIndex][colIndex]) { rowIndex --; } while(colIndex < matrix[0].length) { if (target === matrix[rowIndex][colIndex]) return true; if (target > matrix[rowIndex][colIndex]) { colIndex ++; } else if (rowIndex > 0){ rowIndex --; } else { return false; } } return false; };
