• python经典算法题目:找出这两个有序数组的中位数


    题目:找出这两个有序数组的中位数

    给定两个大小为 m 和 n 的有序数组 nums1 和 nums2。
    请你找出这两个有序数组的中位数,并且要求算法的时间复杂度为 O(log(m + n))。
    你可以假设 nums1 和 nums2 不会同时为空。

    示例 1:
    nums1 = [1, 3]
    nums2 = [2]
    则中位数是 2.0

    示例 2:
    nums1 = [1, 2]
    nums2 = [3, 4]
    则中位数是 (2 + 3)/2 = 2.5

    方法一:清奇思路,空间换时间(本人写的)
    class Solution:
        def findMedianSortedArrays(self, nums1: List[int], nums2: List[int]) -> float:
            pos_nums, neg_nums, newList = [], [], []
            nums = nums1 + nums2
            total_length = len(nums)
            for value in nums:
                if value < 0:
                    length = len(neg_nums)
                    value1 = abs(value)
                    if value1 > length - 1:
                        neg_nums.extend([0]*(value1-length+1))
                    neg_nums[value1] += 1
                else:
                    length = len(pos_nums)
                    if value > length - 1:
                        pos_nums.extend([0]*(value-length+1))
                    pos_nums[value] += 1
    
            neg_length = len(neg_nums)
            for index in range(neg_length-1, -1, -1):
                if neg_nums[index] is not 0:
                    newList.extend([-index]*neg_nums[index])
    
            for index, v in enumerate(pos_nums):
                if v is not 0:
                    newList.extend([index]*v)
    
            half = total_length // 2
            return (newList[half])/1.0 if total_length & 1 else (newList[half-1] + newList[half])/2.0
    
    方法二:网上看的
    def median(A, B):
        m, n = len(A), len(B)
        if m > n:
            A, B, m, n = B, A, n, m
        if n == 0:
            raise ValueError
    
        imin, imax, half_len = 0, m, (m + n + 1) / 2
        while imin <= imax:
            i = (imin + imax) / 2
            j = half_len - i
            if i < m and B[j-1] > A[i]:
                # i is too small, must increase it
                imin = i + 1
            elif i > 0 and A[i-1] > B[j]:
                # i is too big, must decrease it
                imax = i - 1
            else:
                # i is perfect
    
                if i == 0: max_of_left = B[j-1]
                elif j == 0: max_of_left = A[i-1]
                else: max_of_left = max(A[i-1], B[j-1])
    
                if (m + n) % 2 == 1:
                    return max_of_left
    
                if i == m: min_of_right = B[j]
                elif j == n: min_of_right = A[i]
                else: min_of_right = min(A[i], B[j])
    
                return (max_of_left + min_of_right) / 2.0
    
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  • 原文地址:https://www.cnblogs.com/duanming/p/11830277.html
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