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sliding window algorithm

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Mysterious Macaque answered on June 20, 2021 Popularity 10/10 Helpfulness 2/10

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sliding window algorithm

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// A sliding window is a sub-list that runs over an underlying collection.
// I.e., if you have an array like:
let array = [a b c d e f g h]
// a sliding window of size 3 would run over it like:
// [ a b c ]
//   [ b c d ]
//     [ c d e ]
//       [ d e f ]
//         [ e f g ]
//           [ f g h ]

Popularity 10/10 Helpfulness 2/10 Language javascript

Source: Grepper

Tags: algorithm javascript sliding-window

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Contributed on Jul 26 2022

Mysterious Macaque

0 Answers Avg Quality 2/10

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sliding window technique

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/*
	1. Fixed-Size Sliding Window

	Problem:
	Suppose the problem gives us an array of length n and a number k.
	The problem asks us to find the maximum sum of k consecutive elements inside the array.

*/
let array = [-1, 2, -3, 4, -5, 6, -7, 8]
let k = 3
let max = null

/*
    Naive approach
    The time complexity is O(n^2).
    In the worst case if k = n / 2, then time complexity is: n^2/4
*/
for (let i = 0; i < array.length - k + 1; i++) {
    let sum = 0

    for (let j = 0; j < k; j++) {
        sum += array[i + j]
    }

    if (max === null) {
        max = sum
    } else if (max < sum) {
        max = sum
    }
}


/*
	Sliding window algorithm, 
	time complexity is: k + -1 + n - k + 1 = n
*/
let sum = 0

for (let i = 0; i < k; i++) { sum += array[i] }

for (let i = 1; i < array.length - k + 1; i++) {
    if (max === null) {
        max = sum
    }

    sum = sum - array[i - 1] + array[i + k - 1]

    if (max < sum) {
        max = sum
    }
}

console.log(max)	// [Log]: 7

Popularity 10/10 Helpfulness 2/10 Language javascript

Source: Grepper

Tags: javascript j

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Contributed on Jul 27 2022

Mysterious Macaque

0 Answers Avg Quality 2/10

sliding window algorithm

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const getLargestSumOfFiveConsecutiveElements = (arr) => {
  let currSum = getSum(arr, 0, 4);
  let largestSum = currSum;

  for (let i = 1; i <= arr.length - 5; i++) {
    currSum -= arr[i - 1]; // subtract element to the left of curr window
    currSum += arr[i + 4]; // add last element in curr window
    largestSum = Math.max(largestSum, currSum);
  }

  return largestSum;
};

const getSum = (arr, start, end) => {
  let sum = 0;

  for (let i = start; i <= end; i++) {
    sum += arr[i];
  }

  return sum;
};

Popularity 10/10 Helpfulness 2/10 Language javascript

Source: stackoverflow.com

Tags: algorithm algo

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Contributed on Jun 20 2021

Cooperative Chimpanzee

0 Answers Avg Quality 2/10

sliding window

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def sliding_window(sequence, window_size):
    X = []
    y = []
    for i in range(len(sequence) - window_size):
        X.append(sequence[i:i + window_size])
        y.append(sequence[i + window_size])
    return X, y

Popularity 10/10 Helpfulness 2/10 Language python

Source: Grepper

Tags: python py

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Contributed on Jun 02 2023

VVY

0 Answers Avg Quality 2/10

sliding window

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function maximumSum(arr,n,k)
{
    //we added the sum o first k elements
    //let k =4 then k-1 would be upto 0-3 element i.e 4 elements

    max_sum =0;
    for(let i=0;i<=k-1;i++)
    {
        max_sum = max_sum+arr[i];
    }

    current_sum = max_sum;

    //Now we added the sum after k elements till size of array
    //Now we started the loop with k i.e 5th element till end of the array 9 element(i=8)

    for(let i=k;i<n;i++)
    {
        //we are substracting previous i-th element from the total sum and adding the i-th element to get current sum
        //
        current_sum = current_sum - arr[i-k]+arr[i];

        //Now comparing maximum sum
        max_sum = Math.max(current_sum,max_sum);
    }
    return max_sum;
    
}

Popularity 10/10 Helpfulness 2/10 Language javascript

Source: Grepper

Tags: fixed fixe

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Contributed on Nov 04 2022

Uptight Unicorn

0 Answers Avg Quality 2/10

sliding window

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function minSubArrayLen(arr, target) {
  let minLength = Infinity
  let sum = 0
  let left = 0
  let right = 0
  while (left < arr.length) {
    if (sum >= target) {
      // store the current minimal length
      minLength = Math.min(minLength, (right - left))
      // shrink the window: 
      // (1) subtract the value at left idx
      // (2) move the left panel one index further to the right
      sum -= arr[left]
      left++
    } else if (sum < target && right < arr.length) {
      // expand the window:
      // (1) sum up the current value
      // (2) move the right panel one index further to the right
      sum += arr[right]
      right++
    } else {
      break
    }
  }
  return minLength === Infinity ? 0 : minLength
}

Popularity 10/10 Helpfulness 1/10 Language java

Source: levelup.gitconnected.com

Tags: java

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Contributed on Dec 30 2022

Nirmal Kumar Majhi

0 Answers Avg Quality 2/10

sliding window algorithm

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// O(n*k) solution for finding maximum sum of
// a subarray of size k
#include <bits/stdc++.h>
using namespace std;

// Returns maximum sum in a subarray of size k.
int maxSum(int arr[], int n, int k)
{
    // Initialize result
    int max_sum = INT_MIN;

    // Consider all blocks starting with i.
    for (int i = 0; i < n - k + 1; i++) {
        int current_sum = 0;
        for (int j = 0; j < k; j++)
            current_sum = current_sum + arr[i + j];

        // Update result if required.
        max_sum = max(current_sum, max_sum);
    }

    return max_sum;
}

// Driver code
int main()
{
    int arr[] = { 1, 4, 2, 10, 2, 3, 1, 0, 20 };
    int k = 4;
    int n = sizeof(arr) / sizeof(arr[0]);
    cout << maxSum(arr, n, k);
    return 0;
}

// This code is contributed by Aditya Kumar (adityakumar129)

Popularity 9/10 Helpfulness 1/10 Language cpp

Source: www.geeksforgeeks.org

Tags: algorithm algo

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Contributed on Mar 27 2024

Foolish Fly

0 Answers Avg Quality 2/10

sliding window algorithm

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