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).

240.search-a-2-d-matrix-ii

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;
};

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