Find peak element in the array

Find peak element in the array

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In this post, we will see how to find peak element in the array.


Problem

Given an array of integers. find the peak element in the array.
Peak Element is the element of the array which is GREATER THAN / EQUAL TO its neighbours, that is, for an element at i th index, the neighbour elements at index i-1 & i+1 must be greater than equal to element at i th position.
Now

An array can have several peak elements, we need to output any one of them.


Solution

The basic approach to this problem would be iterate through the whole array and at every i th element check the condition arr[i-1] = arr[i+1].

  • For an array with equal numbers, every element will be peak element.
  • For corner elements the conditions gets slightly tweaked as they will have only one neighbour, that is,
    for extreme left element we just need to check if arr[i+1] <= arr[i].
    for extreme right element we just need to check arr[i-1] <= arr[i].
  • The worst time complexity of this approach would be O(n).

    Efficient Approach:

    We can use a Divide and conquer approach for the same which uses an algorithm similar to Binary search where a condition is checked with the middle element and depending on the result we search for our answer in one of the halves of the initial array. As the number of elements gets half on every call, this will have the worst time complexity of O(log(n)).

    Algorithm :
    We compare middle element of the array with its neighbours and if it is greater than or equal to its neighbours. If the middle element is greater than or equal to its neighbours, we return it.
    If the element is smaller than its left neighbour then it is sure that the peak element lies in left.

    WHY?

    Consider an Array,

                                          int[] arr = {a1, a2, a3, a4, a5, a6, a7};
    There arise 2 cases when left neighbour(a3) is greater than middle element(a4) i.e. a3 > a4:
    Case-1 : if the left neighbour(a3) is corner, then this is our peak element.
    Case-2 : if left element is not the corner element.Here again 2 possibilities arise, that is,

    1. if a2 > a3 , then this becomes the same recursive subproblem which we discussed
      above and its result will eventually be calculated recursively.
    2. if a2 < a3, then again a3 is our peak element because, a3 > a2  &  a3 > a4, i.e. a3 is greater than or equal to its neighbours.

    The same procedure is followed the case when right neighbour (a5) is greater than middle element.

    When you run above program, you will get below output.

    4 10 20 40 15
    arr[]: { 10 20 40 15 }
    Peak element is : 40 found at index 2

    That’s all about how to find peak element in the array.
    Comment in case of any doubt or edit. Happy Learning 🙂


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