easy Problem 1 Running Sum of 1d Array
Problem Statement
Given a one-dimensional array of integers, create a new array that represents the running sum of the original array.
The running sum at position i in the new array is calculated as the sum of all the numbers in the original array from the 0th index up to the i-th index (inclusive). Formally, the resulting array should be computed as follows: result[i] = sum(nums[0] + nums[1] + ... + nums[i]) for each i from 0 to the length of the array minus one.
Examples
Example 1
- Input:
[2, 3, 5, 1, 6] - Expected Output:
[2, 5, 10, 11, 17] - Justification:
- For i=0: 2
- For i=1: 2 + 3 = 5
- For i=2: 2 + 3 + 5 = 10
- For i=3: 2 + 3 + 5 + 1 = 11
- For i=4: 2 + 3 + 5 + 1 + 6 = 17
Example 2
- Input:
[1, 1, 1, 1, 1] - Expected Output:
[1, 2, 3, 4, 5] - Justification: Each element is simply the sum of all preceding elements plus the current element.
Example 3
- Input:
[-1, 2, -3, 4, -5] - Expected Output:
[-1, 1, -2, 2, -3] - Justification: Negative numbers are also summed up in the same manner as positive ones.
Constraints:
1 <= nums.length <= 1000<= nums[i] <=
Try it yourself
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Please check the next lesson for a complete solution.
✅ Solution Running Sum of 1d Array
Problem Statement
Given a one-dimensional array of integers, create a new array that represents the running sum of the original array.
The running sum at position i in the new array is calculated as the sum of all the numbers in the original array from the 0th index up to the i-th index (inclusive). Formally, the resulting array should be computed as follows: result[i] = sum(nums[0] + nums[1] + ... + nums[i]) for each i from 0 to the length of the array minus one.
Examples
Example 1
- Input:
[2, 3, 5, 1, 6] - Expected Output:
[2, 5, 10, 11, 17] - Justification:
- For i=0: 2
- For i=1: 2 + 3 = 5
- For i=2: 2 + 3 + 5 = 10
- For i=3: 2 + 3 + 5 + 1 = 11
- For i=4: 2 + 3 + 5 + 1 + 6 = 17
Example 2
- Input:
[1, 1, 1, 1, 1] - Expected Output:
[1, 2, 3, 4, 5] - Justification: Each element is simply the sum of all preceding elements plus the current element.
Example 3
- Input:
[-1, 2, -3, 4, -5] - Expected Output:
[-1, 1, -2, 2, -3] - Justification: Negative numbers are also summed up in the same manner as positive ones.
Constraints:
1 <= nums.length <= 1000<= nums[i] <=
Solution
To find a solution of this problem, we can employ a straightforward approach. Starting from the first element of the input array, we can traverse through each element, cumulatively summing up the values as we proceed and placing the running total at the corresponding index in the resulting array.
Initially, the first element of the output array is the same as the input array since there are no preceding elements to add. From the second element onwards, every element in the output array is the sum of the current element in the input array and the previous element in the output array. This is because the previous element in the output array already contains the cumulative sum of all the previous elements in the input array.
Step-by-step Algorithm
-
Check for Edge Cases:
- If the input array is
nullor has no elements, return an empty array since there's nothing to process.
- If the input array is
-
Initialize the Result Array:
- Create an array of the same length as
numsto store the running sum. - Set the first element of
resultequal to the first element ofnumssince the first element remains unchanged.
- Create an array of the same length as
-
Compute the Running Sum:
- Iterate through the array starting from index
1. - For each index, update the value in the
resultarray by adding the previous sum to the current element.
- Iterate through the array starting from index
-
Return the Running Sum Array:
- After processing all elements, return the
resultarray, which now contains the cumulative sum at each index.
- After processing all elements, return the
Algorithm Walkthrough
Initialization
- Input:
[2, 3, 5, 1, 6] - Create a
resultarray with five elements. - Set the first element of
resultto2. - Result after initialization:
[2, _, _, _, _]
Step-by-Step Computation
-
Iteration 1 (
i = 1)- Add the previous sum (
2) to the current element (3). - Update
result[1]to5. - Result:
[2, 5, _, _, _]
- Add the previous sum (
-
Iteration 2 (
i = 2)- Add the previous sum (
5) to the current element (5). - Update
result[2]to10. - Result:
[2, 5, 10, _, _]
- Add the previous sum (
-
Iteration 3 (
i = 3)- Add the previous sum (
10) to the current element (1). - Update
result[3]to11. - Result:
[2, 5, 10, 11, _]
- Add the previous sum (
-
Iteration 4 (
i = 4)- Add the previous sum (
11) to the current element (6). - Update
result[4]to17. - Result:
[2, 5, 10, 11, 17]
- Add the previous sum (
Final Output
- Running Sum Array:
[2, 5, 10, 11, 17] - This array represents the cumulative sum at each step.
Code
Here is the code for this algorithm:
class Solution {
public int[] runningSum(int[] nums) {
// Check if the array is null or has no elements and return an empty array if true
if (nums == null || nums.length == 0) {
return new int[0];
}
// Initialize an array to store the running sum
int[] result = new int[nums.length];
result[0] = nums[0];
// Loop through the array starting from index 1, adding the previous sum to the current element
for (int i = 1; i < nums.length; i++) {
result[i] = result[i - 1] + nums[i];
}
// Return the array containing the running sum
return result;
}
public static void main(String[] args) {
Solution solution = new Solution();
// Test cases
int[][] testInputs = {
{ 2, 3, 5, 1, 6 },
{ 1, 1, 1, 1, 1 },
{ -1, 2, -3, 4, -5 },
};
for (int[] input : testInputs) {
int[] output = solution.runningSum(input);
// Print the output array
for (int val : output) {
System.out.print(val + " ");
}
System.out.println();
}
}
}
Complexity Analysis
Time Complexity
- Single pass through the array: The algorithm uses a single loop to traverse the input array
nums. For each element, it calculates the running sum by adding the current element to the sum of the previous elements. This loop runs for each element in the array, so it takestime, where Nis the length of the input array.
Overall time complexity: N is the number of elements in the input array.
Space Complexity
-
Output array: The algorithm creates a new array
resultto store the running sum. This array has the same length as the input array, so the space complexity for the result array is, where Nis the number of elements in the input array. -
Additional variables: The algorithm uses a few extra variables (
i), which take constant space,.
Overall space complexity: N is the number of elements in the input array.
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