Split array with same average¶
Time: O(N^4); Space: O(N^3); hard
In a given integer array A, we must move every element of A to either list B or list C. (B and C initially start empty.)
Return true if and only if after such a move, it is possible that the average value of B is equal to the average value of C, and B and C are both non-empty.
Example 1:
Input: A = [1,2,3,4,5,6,7,8]
Output: True
Explanation:
We can split the array into [1,4,5,8] and [2,3,6,7], and both of them have the average of 4.5.
Constraints:
The length of A will be in the range [1, 30].
A[i] will be in the range of [0, 10000].
1. Dynamic Programming [O(N^4), O(N^3)]¶
[3]:
class Solution1(object):
"""
Time: O(N^4)
Space: O(N^3)
"""
def splitArraySameAverage(self, A):
"""
:type A: List[int]
:rtype: bool
"""
def possible(total, n):
for i in range(1, n//2 + 1):
if total*i%n == 0:
return True
return False
n, s = len(A), sum(A)
if not possible(n, s):
return False
sums = [set() for _ in range(n//2 + 1)]
sums[0].add(0)
for num in A: # O(n) times
for i in reversed(range(1, n//2 + 1)): # O(n) times
for prev in sums[i-1]: # O(1) + O(2) + ... O(n/2) = O(n^2) times
sums[i].add(prev+num)
for i in range(1, n//2 + 1):
if s*i%n == 0 and s*i//n in sums[i]:
return True
return False
[2]:
s = Solution1()
A = [1,2,3,4,5,6,7,8]
assert s.splitArraySameAverage(A) == True