Problem
Intersection of Two Arrays 2
Given two arrays, write a function to compute their intersection.
Example 1:
Input: nums1 = [1,2,2,1], nums2 = [2,2]
Output: [2,2]
Example 2:
Input: nums1 = [4,9,5], nums2 = [9,4,9,8,4]
Output: [4,9]
Note:
- Each element in the result should appear as many times as it shows in both arrays.
- The result can be in any order.
Follow up:
- What if the given array is already sorted? How would you optimize your algorithm?
- What if nums1’s size is small compared to nums2’s size? Which algorithm is better?
- What if elements of nums2 are sorted on disk, and the memory is limited such athat you cannot load all elelments into the memory at once?
Solutions
Analysis:
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For the sorted array, using the binary search is an optimized solution.
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If nums1’s size is smaller than nums2’s, then do the binary search on nums2.
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Two solutions found online:
- Sort + 2 Pointers
- Use Counter on array with the smaller size. This method won’t load all elements of nums2 into the memory at once.
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The binary search method will be updated later.
Solution 1:
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Basic idea: sort these arrays first, then use two pointers to check the equalled elements one by one.
- The time complexity is O(N log N); the sort() function uses O(n log n), while the pointers use O(n).
class Solution(object): def intersection(self, nums1, nums2): """ :type nums1: List[int] :type nums2: List[int] :rtype: List[int] """ nums1.sort() nums2.sort() p1 = p2 = 0 #pointers ans = [] #store the intersection while p1 < len(nums1) and p2 < len(nums2): if nums1[p1] < nums2[p2]: p1 += 1 elif nums1[p1] > nums2[p2]: p2 += 1 else: ans.append(nums1[p1]) p1 += 1 p2 += 1 return ans
Solution 2:
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Basic idea: exchange the arrays to make sure nums1 has smaller size; do the counter on nums1; for each element in nums2, check any counts in the collection, if yes, append the element.
- The time complexity is O(N)
class Solution(object): def intersection(self, nums1, nums2): """ :type nums1: List[int] :type nums2: List[int] :rtype: List[int] """ if len(nums1) > len(nums2): nums1, nums2 = nums2, nums1 collect_nums1 = collections.Counter(nums1) ans = [] for element in nums2: if collect_nums1[x] > 0: ans.append(x) collect_nums1[x] -= 1 return ans