I got this question for an exam:
Given an integer array find the first number which is not repeating in array using O(N) time complexity and O(1) space co
To find first non-repeating number in given integer array
UPDATE: Found a better solution.
I think we can solve it in O(n)
time complexity using an additional data structure such as HashMap. Iterate through the array, and put the element as key and the element's index position in array as the value in the map. if the key already exists, can either remove the key-value pair or just set the value to -1.
Once the entire array is traversed, then we can get the keySet() from the hashmap, and then find the key which has lowest value(ignore -1).
so this would be
Time Complexity: O(N)
Space Complexity: O(N)
Old solution: We can solve this by, creating another array which is obtained by sorting the given array. This would take O(nlogn)
time.
then we can iterate through each element in given input array, try to find the element & compare with next element in the sorted array, if repeated continue for the next element in given array, if not repeated, then we found the first non-repeating element in given input array of integers.
time complexity: O(nlogn)
space complexity: O(n)
P.S: I am sorry, hadn't read all the comments, James Kanze has already provided this solution in comments, credits to him.
I did this using PowerShell
[int[]]$arr = @(6,2,1,2,6,1,7)
$Collection = New-Object 'System.Collections.Generic.list[System.Object]'
$props=[ordered]@{"Index"=9999;"Value"=9999;"Numcount"=9999}
$record = New-Object -TypeName psobject -Property $props
$Collection.Add($record) #This record is added to do a Contains operation
#for future items to be added in the $collection object
for($i =0;$i -lt $arr.Length;$i++)
{
if($i -eq 0)
{
$props=[ordered]@{"Index"=$i;"Value"=$arr[$i];"Numcount"=1}
$record = New-Object -TypeName psobject -Property $props
$Collection.Add($record)
}
elseif($Collection.value.Contains($arr[$i]))
{
$count = ($Collection | ?{$_.Value -eq $arr[$i]} | select -First `
1).Numcount
($Collection | ?{$_.Value -eq $arr[$i]} | select -First 1).Numcount = `
$count+1
}
else
{
$props=[ordered]@{"Index"=$i;"Value"=$arr[$i];"Numcount"= 1}
$record = New-Object -TypeName psobject -Property $props
$Collection.Add($record)
}
}
Write-Output "The first non repeating number in the array is listed below"
$Collection | Sort-Object Numcount -Descending | ?{$_.Numcount -eq 1} |
Select -First 1
OUTPUT:-
The first non repeating number in the array is listed below
Index Value Numcount
----- ----- --------
6 7 1
I believe the trick to solve the problem is :
max size of array would be 1million
since :
O(1) space means that the memory required by the algorithm is constant
then space complexity will automatically becomes O(1) given the constant 1M. NOTE. 1M is still a constant number even though its a really large number. thus we only need to concentrate on time complexity.
Using a LinkedHashMap
we can add a new element with O(1)
and retrieve element with O(1)
thus updating an entry will take O(1) too. it also preserves the order
. therefore, we can find the earliest entry
then the problem will become simple in two steps:
each of the above steps requires O(n) thus overall time complexity
is O(2n) = O(n)
.
If there are exactly TWO (or in multiples of 2) entries for all elements except one element, which will be non-repeating, you can use XOR operator.
Example:
int x=arr[0];
for(i=1;i<1000;i++)
x^=a[i];
printf("Non-repeating: %d",x);
Any number XORed with itself is 0. So, if any number appears twice it will be 0 in the overall XOR result, thus leaving only the non-repeating number in x
.
Note: If you have 1 million numbers, the variable to store the XOR result must be large enough.